{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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F7wOzSJLQSpI3SD8fY3yg/ph64/8F7EwyDdQLQAlJcrSaZD2dq4HPxRifzcJlblTmSeejgP8HTCN5+7UrMB/4X2CPGOND9YatAL4M/Bp4BfiMpKBaCvwL+CkwMsb4UZ0x15Pcr4eAOSSJYAHwIclaNYfEGH+BJEmSJClrOkjeezfwbZLccjZJEbY7yfX+FTguxrje9MMxxvIY4xiSYvPDwCKgG7CYZA3ZnwJ/qDemMsZ4BnAiyVTF1YXbBSRvxO4bY7ypKRcTYyyNMX6VJO9+APgY6AJ0AuZmrvdE4Nw6w54GvgHcDrxOktsXAkuAp4AzgK9kvldJUjMIMbbESzWSJEmSJEmSJEmS1HH4RqwkSZIkSZIkSZIkZZmFWEmSJEmSJEmSJEnKMguxkiRJkiRJkiRJkpRlFmIlSZIkSZIkSZIkKcssxEqSJEmSJEmSJElSllmIlSRJkiRJkiRJkqQssxArSZIkSZIkSZIkSVlmIVaSJEmSJEmSJEmSssxCrCRJkiRJkiRJkiRlmYVYSZIkSZIkSZIkScqyvLQDaK9CCO8DPYB5KYciSZIkSfUNAlbEGAenHYg6LvNmSZIkSa3YILKQN1uIbT49unTpUrTLLrsUpR2IJEmSJNU1e/ZsVq9enXYYknmzJEmSpFYpW3mzhdjmM2+XXXYpmj59etpxSJIkSdI69t57b2bMmDEv7TjU4Zk3S5IkSWqVspU3u0asJEmSJEmSJEmSJGWZhVhJkiRJkiRJkiRJyjILsZIkSZIkSZIkSZKUZRZiJUmSJEmSJEmSJCnLLMRKkiRJkiRJkiRJUpZZiJUkSZIkSZIkSZKkLLMQK0mSJEmSJEmSJElZlpd2AIKqqiqWLl1KSUkJ5eXlxBjTDklbKIRAQUEBhYWFFBUVkZPjsw6SJEmS1FTmze2HebMkSZI6EguxKauqquLDDz9k1apVaYeiLIgxUlZWRllZGaWlpQwcONCkUpIkSZKawLy5fTFvliRJUkdiITZlS5cuZdWqVeTl5TFgwAC6detmAtKGVVVVUVpaysKFC1m1ahVLly6lb9++aYclSZIkSW2WeXP7Yt4sSZKkjsTMJWUlJSUADBgwgMLCQpPJNi4nJ4fCwkIGDBgA1H6/kiRJkqQtY97cvpg3S5IkqSMxe0lZeXk5AN26dUs5EmVT9fdZ/f1KkiRJkraMeXP7ZN4sSZKkjsBCbMpijAA+0dvOhBCA2u9XkiRJkrRlzJvbJ/NmSZIkdQRmMVIzqE4oJUmSJEnS+sybJUmS1BFYiJUkSZIkSZIkSZKkLLMQK0mSJEmSJEmSJElZZiFWHdaECRMIITB16tS0Q5EkSZIkqdUxb5YkSZKaxkKsWo158+YRQmDs2LFphyJJkiRJUqtj3ixJkiS1LRZi1WGdd955zJ49m3333TftUCRJkiRJanXMmyVJkqSmyUs7gM0VQrga2AcYDvQFVgPzgQeBG2OMSxp5nHnADhvYvCjGOKDp0ao169u3L3379k07DEmSJEmSWiXzZkmSJKlp2uIbseOBbsDfgUnAXUAFMAGYFUIYuBnHWg5MbODnmizGq0aYMGECgwcPBuD2228nhFDzM3nyZKZOnUoIgQkTJvDKK69wzDHHUFRURAiBefPmAfDMM89w9tlns+uuu9KjRw+6dOnC7rvvzsSJEykrK2vwnA2tdRNCYPTo0SxevJizzz6brbfemoKCAnbbbTduu+225r4VkiRJkiStx7xZkiRJanva3BuxQI8Y43rZQQjhSuAnwMXAuY08VnGMcUIWY9MWGj16NMXFxUyaNIkRI0Zw/PHH12wbOXIkxcXFALz44ov88pe/5OCDD+ass85i8eLFdOrUCYCrr76at956iwMPPJBjjjmGsrIynn/+eSZMmMDUqVN56qmnyM3NbVQ8xcXFHHTQQXTq1IkTTzyRsrIypkyZwllnnUVOTg5nnHFG9m+CJEmSJEkbYN4sSZIktT1trhDbUBE24z6SQuyOLRiOsmT06NEMGjSISZMmMXLkSCZMmLDO9uqnb5988kl+97vfcc4556x3jJtuuonBgwcTQlin/9JLL+WKK65gypQpjBkzplHxzJw5k29961vccsstNUno+PHj2XPPPbn66qtNKCVJkiRJLcq8WZIkSWp72lwhdiO+kvmctRljCkIIpwPbA6WZsc/FGCuzHdyWGnTRo2mH0Gjzrjqm2c8xcuTIBpNJgCFDhjTYP27cOK644gqeeOKJRieUXbt25brrrlvnSeBdd92Vgw46iOeee46SkhIKCws3/wIkSZIkSVll3rwu82ZJkiSp9WizhdgQwoVAd6AnsA9wMEkh9arNOMwA4I56fe+HEM6MMT7byDimb2DTzpsRhxpp33333eC20tJSJk2axF/+8hfmzJlDSUkJMcaa7R9//HGjz7PjjjvSo0eP9foHDkyWIC4uLjahlCRJkiS1OubNkiRJUuvRZguxwIXAVnXajwNjY4yfNXL8bcA04E2gBBgCnAecDfwthHBAjHFmFuNVFgwYMKDB/rVr13LYYYfxyiuvsPvuuzNmzBj69etHfn4+ABMnTqS8vLzR5+nVq1eD/Xl5yf9kKitbzUvTkiRJkiTVMG+WJEmSWo82W4iNMQ4ACCFsBRxI8ibsqyGEL8cYZzRi/MR6XW8A3wkhrAQuACYAX23EcfZuqD/zpuyoTY3flJaYtqgtqb+OTbWHHnqIV155hTPOOIPJkyevs23BggVMnFj/65YkSZKk9imEcCLweWAkMAIoBO6KMZ6+BcfaDrgcOBLoAywAHgQmxhiXZS3oJjBvXpd5syRJktR65KQdQFPFGBfFGP8CfIkkKfxjEw/5u8znIU08jjZT9boyW/LU7Ny5cwE44YQT1tv27LONmmVakiRJktqLS0hmfBoJNH6u2XpCCEOB6cCZwCvA9cB7wA+AF0MIfZoeqjaHebMkSZLUtrT5Qmy1GON84D/AbiGEvk041KeZz25Nj0qbo3fv3oQQ+OCDDzZ77KBBgwCYOnXqOv3vvfceP/7xj7MQnSRJkiS1GeOB4UAP4L+bcJybgP7A92OMx8cYL4oxHkZSkN0JuLLJkWqzmDdLkiRJbUubnZp4A7bJfDZlIZIDMp/vNTEWbabu3buz3377MW3aNE477TSGDx9Obm4uxx577CbHfuUrX2HYsGFcd911vP766+y111588MEHPPLIIxxzzDFblKRKkiRJUlsUY3ym+vcNTVO7KSGEISQzT80Dfltv82XA2cA3QggXxBhLtyxSbS7zZkmSJKltaVOF2BDCzkBxjHFhvf4c4OckT+q+UL1OTQghHxgKrI0xvltn/92ABTHGpfWOswNwY6Z5Z7NdSFrKS6B0MfTaAXJa58vQd9xxB+PHj+fxxx/nnnvuIcbIdtttV/Pk7oZ069aNp59+mosuuoipU6cybdo0hgwZwqWXXsr555/Pvffe2zIXIEmSJEntw2GZzydjjFV1N8QYS0IIz5MUavcH/tHSwXVk5s2SJHU85RWVTJuzmNI1FWmHIjWr7Yu6stf2vdMOI6tCjDHtGBothDAO+BXwHPAusATYCvg8MARYCHwhxvifzP6DgPeB+THGQXWOMwG4CHgms72EpGB7DNAZeAz4aoxxTRNinT5q1KhR06dP3+h+s2fPBmCXXXbZ0lM1zppSWDIXYhV06g5FQyAnt3nP2cG12HcrSZIkbaa9996bGTNmzIgx7p12LGpeIYTRJLnvXTHG0zdj3K+AC4ELY4zXNrD9RuC7wLkxxps3cawNJcY7jxo1qmuryZvV4vxuJUnatMqqyNjbXmHaO4vTDkVqdmP2GcjVJ+6ZdhhA9vLmNvVGLPAU8HvgIGAE0AsoBeYAdwA31H/LdQOeIVnPZi+SqYi7AcXAPzPHuSO2pQp1Y5SXJEVYgDUrk6Js0VDIbWt/BCRJkiRJLaBn5nP5BrZX9/dqgVgkSZI6rEn/eMcirNSGtakqXIzxDZInbhu7/zxgvQVxYozPAs9mL7I2oHAAEKDkk6S9dhUsmQNFwyCvU6qhSZIkSZLanOpce5MPMW/oCfLMm7KjshmUJElSe/LcnM/4zdPv1LQPGNKHvoUFKUYkNa8RA9vfc55tqhCrJircKpmOePmHSbuiHJa8k7wZm9853dgkSZIkSa1J9RuvPTewvUe9/SRJkpRFC5avZty9r1E9d+eBQ/twx7f2IzdnvXfPJLViOWkHoBbWrS/0HkTNw8uVa5Ji7JpVaUYlSZIkSWpd3s58Dt/A9h0zn3NaIBZJkqQOZW1lFefd/SpLS9cA0L+wgElf38sirNQGWYjtiLr0hqIh1Hz9VRXJmrHlK1MNS5IkSZLUajyT+fxSCGGdfzsIIRQCBwGrgZdaOjBJkqT27ldPvM30+csAyAnwm1P2op9TEkttkoXYjqpzD+gzFEJu0o6VsORdKHNWKUmSJEnqKEII+SGEnUMIQ+v2xxjfBZ4EBgHfrTdsItAN+GOMsbRFApUkSeognnxzIb9/7r2a9oVH7MR+Q/qkGJGkpnCN2I6soDv0HZYUYKsqgCpY+j702h66FqUdnSRJkiRpC4QQjgeOzzQHZD4PCCFMzvy+OMZ4Yeb3bYHZwHySomtd5wIvADeEEL6Q2W8/4FCSKYl/2hzxS5IkdVQfLl3FhffPrGkftnN/vnPI0I2MkNTaWYjt6PK7Qt8dk2Js5RogQvH85A3Zbv3Sjk6SJEmStPlGAmfU6xuS+YGk6HohmxBjfDeEsA9wOXAkcDSwALgBmBhjXJq1iCVJkjq48opKzr1rBivKKgDYtlcXrj1pBDmuCyu1aRZiBXmda4uxFWVJ3/KPoKoSum8Fwf/QS5IkSVJbEWOcAExo5L7zgA0mfTHGD4EzsxGXJEmSNuyKR2bz+sfJ0oH5uYEbT92L3t06pRyVpKZyjVglcjtBnx2TN2SrlSyAFZ9AjOnFJUmSJEmSJElSO/bXmZ9wx0vza9o/OXoX9tq+d4oRScoWC7GqlZsHfYZBp+61faWfwvIPLMZKkiRJkiRJkpRl7362kov/PKumfdTuAxh74KD0ApKUVRZita6cXCgaCp171vatWgrL3odYlV5ckiRJkiRJkiS1I6vXVHLunTMoXVMJwKA+Xbn6xD0JLhcotRsWYrW+nBzoPRi6FNX2lS2HJe8l68ZKkiRJkiRJkqQm+dlDb/D2ohIAOuXl8NvTRtGjc37KUUnKJguxalgI0Gt76Navtm9NCSyZC5UV6cUlSZIkSZIkSVIbd9+/P+T+6R/VtCceuxu7bdNzIyMktUUWYrVhIUCPbaFw69q+tatgyTtQuSbrp5s3bx4hBMaOHZv1Y2/MhAkTCCEwderUFj2vJEmSJEmbw7xZkqT24a2FK/jZQ2/UtL+217Z8/XMDU4xIUnOxEKuNCwEKB0DP7Wr7Kspg8TtQUZ5eXJIkSZIkSZIktTEryys4984ZlK2tAmDH/t254qu7uy6s1E5ZiFXjdOsHvXYAMn8ZVK6BxXNg7epUw5IkSZIkSZIkqS2IMXLRn2fx3uJSALrk53Lz6aPo2ikv5cgkNRcLsWq8rkVQNJiaYmxVRfJm7JrSJh96woQJDB48GIDbb7+dEELNz+TJk2v2e+KJJzj66KPp27cvBQUFDB06lB/+8IcUFxevd8xZs2ZxyimnMGjQIAoKCujXrx+jRo1i3LhxrF27FoBBgwYxceJEAA499NB1zitJkiRJUmth3ixJUtt350vzeWTWgpr2L762O8P6F6YYkaTm5mMW2jyde0KfYbD0PYiVyc+SudB7MHTuscWHHT16NMXFxUyaNIkRI0Zw/PHH12wbOXIkAJdffjmXXXYZRUVFfPnLX6Z///7MmjWLa665hscee4wXX3yRHj2SGGbNmsV+++1HCIFjjz2WwYMHs2LFCubOnctNN93EFVdcQX5+PuPGjePBBx/k2Wef5YwzzmDQoEFNuj2SJEmSJDUH82ZJktq2WR8V8/NHZte0T9l3e76613YbGSGpPbAQq81X0D1TjH03eSs2ViWF2d47QJfeW3TI0aNHM2jQICZNmsTIkSOZMGHCOtufeeYZLrvsMg444AAee+wxevXqVbNt8uTJnHnmmVx22WVcf/31QPJ0cFlZGQ8++CDHHXetzFsJAAAgAElEQVTcOsdatmwZXbt2BWDcuHEUFxfz7LPPMnbsWEaPHr1F8UuSJEmS1JzMmyVJaruWr1rLuXfNYE1lsi7srlv34LKv7JpyVJJagoXY1m5Cz7QjaLyzp0JVJXTrm/VD33DDDQD84Q9/WCeZBBg7diyTJk3irrvuqkkoq3Xp0mW9Y/XuvWXFYkmSJElSK9SW8uYJy5vt0ObNkiS1TjFGLrh/Jh8tWw1AYUEeN58+is75uSlHJqklWIhVdi3/MCnGFm6V1cO++OKL5Ofnc//993P//fevt33NmjV89tlnLFmyhD59+jBmzBgmTZrE8ccfz4knnsjhhx/OQQcdxNChQ7MalyRJkiRJrYF5syRJrdMfpr3HU7MX1bR/ddKe7NCnW4oRSWpJFmKVfSWfQKyAwm0ghKwccsmSJVRUVDBx4sSN7rdy5Ur69OnDvvvuy7Rp07jyyiuZMmUKd9xxBwA77bQTl112GaecckpW4pIkSZIkqTUwb5YkqfX597ylXP342zXtsw4azJG7b51iRJJamoXY1q4Zpy3KqqrKZJ3YNSuT9spPk76eA7NSjO3ZsydVVVUsXbq00WMOOOAAHnnkEcrLy5k+fTqPP/44v/nNbzj11FPp168fhx9+eJPjkiRJkiSlrK3kzc3MvFmSpNZlycpyzrv7VSqrIgB7bd+Li47aOeWoJLW0nLQDUDuRkwtFQ6GgR23fqiWwbB7EqkYdIjc3mRO/srJyvW37778/y5Yt480339zs0AoKCjjwwAO5/PLLa9bMeeihhxp1XkmSJEmSWgvzZkmS2obKqsi4e19j4YoyAHp1zefGU0fRKc+SjNTR+L96ZU9ODhQNhi69a/vKipM3Zas2naz17t2bEAIffPDBetvGjx8PwLe//W0++eST9baXlpby0ksv1bSnTZvG8uXrPxW9aFEyF3/Xrl1r+vr06QPQ4HklSZIkSWotzJslSWobfvvMXKa9s7imff3JI9m2V5cUI5KUFqcmVnaFHOi1A+TkQelnSV95CSx5F/oMSfo3oHv37uy3335MmzaN0047jeHDh5Obm8uxxx7LF77wBa666iouvvhidtxxR44++mgGDx7MypUrmT9/Ps8++ywHH3wwjz/+OADXXnstTz75JKNHj2bIkCF0796dN998k7/97W/07t2bs88+u+a8hx56KDk5OVx88cW88cYb9O6dFJIvueSS5rtPkiRJkiRtJvNmSZJav+fnLub6p+bUtM8dPZRDd+6fYkSS0hRijGnH0C6FEKaPGjVq1PTp0ze63+zZswHYZZddWiKslhMjlCyElQtr+/K6QJ+hkJu/wWFz585l/PjxvPDCCyxbtowYI7fddhtjx44F4J///Cc33HAD//znP1m8eDE9e/Zk22235bDDDuPUU09ln332AeDJJ5/knnvu4eWXX+bjjz+moqKC7bbbjiOOOIILLriAHXbYYZ3z3nnnnVxzzTW8/fbblJWVZS6haf/baLffrSRJktq8vffemxkzZsyIMe6ddizquDp83ryFzJslSWq9Fq0o45gbprF45RoA9htcxF3/bz/ycp2cVGprspU3W4htJiaUGSs/hRUf17ZzO0GfYZBXkF5MLaTdf7eSJElqsyzEqjUwb5bfrSSpPamorOLU/32ZV95fCkDf7gU89v2D6d+jc8qRSdoS2cqbfQxDzat7f+i1fW27cg0sfgfWrk4vJkmSJEmSJEmSsujav8+pKcLmBLjhlJEWYSVZiFUL6NoHeg8GQtKuWpsUY9eUphqWJEmSJEmSJElN9fRbi7h56rs17fGHD+fAoX1TjEhSa2EhVi2jS69kfdiQ+SMXK2HJXCgvSTcuSZIkSZIkSZK20EfLVjH+3pk17UOG9+O7hw5LMSJJrYmFWLWcgsJkfdiQm7RjFSx5F1YXpxuXJEmSJEmSJEmbaU1FFefd/SrLV68FYECPzvx6zEhyckLKkUlqLSzEdiDlFZXMX1JKRWVVekF06gZ9h0NOfqYjwrL3YdWS9GKSJEmSJEmSJGkz/fJvs3ntw+RFo7ycwG9P24uibp1SjkpSa2IhtoNYtmoN7yxayfLVa1mwvCzdYPI7Q98dIbegtq/4A1j5aXoxSZIkSZIkSZLUSI+9voDbnp9X077oqJ3Ze4ei9AKS1CpZiO0gckKgKkYgKcouX7Um3YDyCpJibF6X2r4VH8OKTyATZ1sW28E1SJIkSZLUXMybJUlt2bzFpfxoyqya9hd33YpvHTw4xYgktVYWYlMWQjJXfFVV804X3LNLPr271k6J8HHxatamOUUxQG4+9B2WTFdcbeUiWP5Rmy/GVieU1d+vJEmSJGnLtFTerJZl3ixJaqvK1lZy7l0zWFleAcDAoi5cc9II/06T1CALsSkrKEim5y0tLW32c23dqzP5uclXXlEV+XjZ6vSfQM3Jg6KhUNCjtm/VYiieD7HtJtnV32f19ytJkiRJ2jItmTer5Zg3S5LaqokPv8l/FqwAoFNuDjedujc9u+SnHJWk1spCbMoKCwsBWLhwISUlJVRVVTVbcTQvJ4eBvWunAl5RtpZlaU9RDJCTC0WDoXPv2r7Vy2Dp+1BVmV5cmynGSFVVFSUlJSxcuBCo/X4lSZIkSVumJfNmNS/zZklSW/fAjI+455UPa9qXfmVX9tiuZ4oRSWrt8tIOoKMrKiqitLSUVatW8dFHH7XMSSurqKhMktZ5S2BBfg45rWXahMocqKrINIrhk1mQWwCtJb7N0LVrV4qKXJxdkiRJkpoilbxZLcK8WZLUlsxZVMJP//JGTfvYEdtw+n7bpxiRpLbAQmzKcnJyGDhwIEuXLqWkpITy8vJmf7I3Nyfw/uJSytYmU/92K8hlSN/uraPWmdsJSpfAyoW1ffldoGgY5Lb+P64hBAoKCigsLKSoqIicHF86lyRJkqSmSCNvVvMxb5YktUWl5RWce9cMVq9NZnAc0q8bv/jaHq4LK2mTWn9lqwPIycmhb9++9O3bt8XOWVFYzNdufoHKqiR5vfioIs75/NAWO//G7QIv/AaevKS2q88w+MaD0GtgemFJkiRJklKRRt4sSZIEydT6P/3L68z9dCUAnfNzuPm0veleYHlF0qb52GEHNWJgL847dFhN+9on5/DWwhUpRlTPgd+DY2+EkPkjumQu3HoEfDYn3bgkSZIkSZIkSR3GPa98yIOvfVLTvuL4PdhpgGucS2ocC7Ed2HmHDWPPzELiayqrGH/vTNZUVKUcVR2jvgEn3Z5MVwyw4mO47Uj45NV045IkSZIkSZIktXtvfLycCQ+/WdM+eZ/tOHHv7VKMSFJbYyG2A8vPzeG6k0dQkJf8MZi9YAWT/tHK3jjd9Vg49T7I75a0Vy2ByV+B96elG5ckSZIkSZIkqd1aUbaW7949o+blpZ0HFHL5cbunHJWktsZCbAc3rH8hPz5y55r2zVPfZfr8ZSlG1IChh8IZf4XOvZL2mhK48wR4+2/pxiVJkiRJkiRJandijPzo/lnMX7IKgG6dcrnptFF0zs9NOTJJbY2FWDH2wEEcMKQPAFURLrjvNVatqUg5qnq22wfO/Bt0H5C0K8vhT6fBzHvTjUuSJEmSJEmS1K7c9vw8Hn9zYU376hP3ZEi/7ilGJKmtshArcnIC15w8gsKCPADmLVnFLx6bnXJUDdhqV/jWE9B7UNKOlfCXs+HlW1INS5IkSZIkSZLUPsz4YNk6/z5+xgE78OU9t0kxIkltmYVYAbBtry5cduxuNe07X/qAZ+d8lmJEG9B7EJz1BPSvjZW//QimXg0xphaWJEmSJEmSJKltW1a6hvPumkFFVfJvzXtu15OfHLNLylFJasssxKrGCaO25Uu7blXT/tGUmRSvWpNiRBtQOADOfBS227e2b+ov4PGLoKoqvbgkSZIkSZIkSW1SVVXk/Pte45PlZQD06JzHb08dRUGe68JK2nIWYlUjhMAvv7YHfbt3AmDRinJ+9tCbKUe1AV16wzcfhKGH1fa9/Dt46FyobGXr20qSJEmSJEmSWrWbn32XZ96unSXy2pNHMrCoa4oRSWoPLMRqHX26F/CLr+5R0/7rzE94eOYnKUa0EZ26wSl/gl2Pr+2beQ/c9w1YW5ZeXJIkSZIkSZKkNuOl95Zw7ZNv17TPOWQIX6wze6QkbSkLsVrPl3YbwEl7b1fTvuTBN1i0opUWNvMK4MRbYdQ3a/vefgzuOhHKVqQXlyRJkiRJkiSp1fu0pIzv3fMqmWVh+dyg3lx4xE7pBiWp3bAQqwb97Cu7sm2vLgAsX72WH02ZRYwx5ag2ICcXvnIDHPSD2r550+CPx0LpkvTikiRJkiRJkiS1WpVVkR/c8xqflZQDUNStE785ZRT5uZZOJGWH/zVRgwo753PNSSMIIWk/O+cz7n7lg3SD2pgQ4IuXw+ETavs+eRVuOxKWf5xWVJIkSZIkSZKkVmrSU3N48b3kZZ4QYNLXRzKgZ+eUo5LUnliI1QYdMLQP3zpocE37ikdmM29xaYoRNcLB4+HLvwYyFeTFc+DWI2Dx3FTDkiRJkiRJkiS1Hs/O+YzfPFP778bfP2xH/mvHfilGJKk9shCrjbrwiJ3YsX93AFavreSC+2dSWdVKpyiuts+ZcOL/QU5+0l7+YfJm7IJZ6cYlSZIkSZIkSUrdJ8WrGfenV6leje/gYX35/hd2TDcoSe2ShVhtVOf8XK47eSR5OckbptPnL+OW595NOapG2P0EOOVPkJesc0vpZzD5GJj/YrpxSZIkSZIkSZJSs7ayiu/d8yrLVq0FoH9hAb/++khyM/8GLknZZCFWm7THdj3XeRro+r/P4T+frEgxokba8XD45oNQ0DNpl6+AO74Kc55MNy5JkiRJkiRJUir+5/G3mD5/GQC5OYHfnLIXfbsXpByVpPbKQqwa5dzRQxkxsBcAaysj59/3GuUVlSlH1Qjb7w9nPgrd+iftitXwp1Pg9SnpxiVJkiRJkiRJalFPvrmQP0x7v6Z94Zd2Yr8hfVKMSFJ7ZyFWjZKXm8N1J4+gc37yR+athSVc//d3Uo6qkQbsAWc9Dr22T9pVFfDn/wf/+t9045IkSZIkSZIktYgPlqzigvtn1rS/sHN/zjlkSIoRSeoILMSq0Yb2687FR+1S077luXf517ylKUa0GfoMhbOegH47ZzoiPHoBPHcNNSuyS5IkSZIkSZLanbK1lZx793RKyioA2LZXF649eQQ5rgsrqZlZiNVm+cb+O3DwsL5AUr+84L6ZlJZXpBxVI/XYBs78G2y7d23f0z+HJy+xGCtJkiRJkiRJ7dSVj87mjY9XAJCfG/jtaaPo1bVTylFJ6ggsxGqz5OQE/ufEPSnsnAfAB0tXccWjs1OOajN0LYJvPgSDD6nte/FG+Ot5UNlGCsqSJEmSJEmSpEb568xPuOOl+TXtnx69CyMH9koxIkkdiYVYbbZtenXh8uN2q2nf88oHPPPWpylGtJkKCuHU+2HnL9f2vXonTBkLFeWphSVJkiRJkiRJyp65n67koj/Pqmkfs8fWnHHgoPQCktThWIjVFjl+5LYctfuAmvaP/jyLZaVrUoxoM+V3hpNuh5Gn1fbNfhjuOgnKV6YXlyRJkiRJkiSpyVavqeS7d81g1ZpKAAb16cpVJ+xBCK4LK6nlWIjVFgkhcOVX96Bv9wIAPisp55IH3yC2pbVWc/Pg2Bth/+/W9r3/LPzxOFi1NL24JEmSJEmSJElNculDb/D2ohIACvJyuOm0vSnsnJ9yVJI6Ggux2mJF3Tpx9Ql71LQffX0Bf535SYoRbYGcHDjiSjjsktq+j/8Ntx0NKxakF5ckSZIkSZIkaYvc9+8PmTL9o5r25cftxq7b9EgxIkkdlYVYNckXdtmKr39uYE370gffYMHy1SlGtAVCgEN+CEdfA2SmpfhsNtz6JVj6XqqhSZIkSZIkSZIab/aCFVz64Bs17a+N2paT9xm4kRGS1HwsxKrJLvnyrmzXuwsAK8oq+NGUWW1riuJq+34bvvYHyMlL2sUfwK1HwsI3Nj5OkiRJkiRJkpS6krK1nHvXDMorqgAYvlV3rjh+d9eFlZQaC7Fqsu4FeVx70giq/y6b9s5i7nxpfrpBbak9T4Kv3w15nZP2ykUw+Wj44OV045IkSZIkSZIkbVCMkYseeJ33F5cC0LVTLjedNoqunfJSjkxSR2YhVlmx35A+fPu/htS0r3xsds1feG3O8CPg9AegILNmQNlyuON4mPtUunFJkiRJkiRJkhp0x0vzeXTWgpr2L7+2B8P6F6YYkSRZiFUWnf/F4ey0VfIXW9naKs6/7zUqKqtSjmoLDToIxj4CXfsm7bWr4O6vw5t/STcuSZIkSZIkSdI6Zn5YzM8f+U9N+9T9tue4kdumGJEkJSzEKms65+dy3ZgR5OcmcxS/+kExtzz3XspRNcHWI+CsJ6DHdkm7ai1MOQumT041LEmSJEmSJElSYvmqtXz37hmsrYwA7LZND3725V1TjkqSEhZilVW7bdOTcYcPr2lf//c5vPHx8hQjaqK+w+BbT0DfzDXFKnj4B/DPX6cblyRJkiRJkiR1cDFGLrj/NT5athqAws553HTaKDrn56YcmSQlLMQq6845ZAh7bd8LgIqqyPn3vUbZ2sqUo2qCntvBmX+DrUfW9j11Gfz9MogxvbgkSZIkSZIkqQP7w7T3eGr2pzXtX504gh36dEsxIklal4VYZV1ebg7XnTySLpmnjuYsWsl1f5+TclRN1K0vnPEw7HBwbd/zv4ZHxkFVGy4yS5IkSZIkSVIb9K95S7n68bdr2t86eDBH7j4gxYgkaX0WYtUsBvftxk+O2aWm/Ydp7/Hye0tSjCgLOveA06fA8KNq+6ZPTtaNrViTWliSJEmSJEmS1JEsWVnOeXfPoLIqmbFwr+178eMjd045Kklan4VYNZvT99ueQ4b3A5IZfC+4fyYryytSjqqJ8rvAmDtgzzG1ff95EO75OqwpTS8uSZIkSZIkSeoAKqsi4+59jUUrygHo3TWf3546ik55ljsktT7+l0nNJoTA/5ywJz065wHw0bLV/Pzh/6QcVRbk5sPxv4N9z6nte/cfcMdXYfWy9OKSJEmSJEmSpHbuxqfnMu2dxTXt68aMZJteXVKMSJI2zEKsmtWAnp35+fG717Tv/feHPPWfRSlGlCU5OXDU1fD5i2r7PnwZbjsGStrB9UmSJEmSJElSK/P83MX8+h9zatrnHTqMQ3fqn2JEkrRxFmLV7I4dsQ3H7Ll1TfuiB2axZGV5ihFlSQhw6MVw5FW1fZ++CbceAcvmpRaWJEmSJEmSJLU3i1aU8YM/vUpMloVl/yFFjDt8x3SDkqRNsBCrZhdC4Irjdqd/YQEAi1eu4ad/eYNY/TdmW7f/fydTFYfcpL3sfbj1SPh0drpxSZIkSZIkSVI7UFFZxffufpXFK9cA0Ld7ATd8fS/yci1xSGrd/K+UWkTvbp24+sQ9a9qPv7mQB1/7OMWIsmzkKTDmTshNis2ULIDbjoKP/p1uXJIkSZIkSZLUxl3z5BxembcUgJwAN5wykv49OqcclSRtmoVYtZhDd+rPqfttX9P+2UNv8knx6hQjyrKdj4bTp0Cn7kl79TK4/Vh4b2qqYUmSJEmSJElSW/WP2Yv43bPv1rTP/+JwDhzaN8WIJKnxLMSqRf306F3YvqgrACVlFfxwykyqqtrJFMUAgw+BMx6GLkVJe20p3HUSzH443bgkSZIkSZIkqY35aNkqzr9vZk3788P7ce7oYSlGJEmbx0KsWlS3gjyuO3kEISTt5+cu4Y8vzkszpOzbdhSc9TgUbpO0K9fAfd+EV+9MNy5JkiRJHUYIYbsQwq0hhE9CCOUhhHkhhF+HEHpv5nG+GkJ4OoRQHEIoCyHMDiH8LITgXICSJKlZramo4rt3v8ry1WsB2LpnZ64fM5KcnJByZJLUeBZi1eL2GVTEOYcMrWn/8m9vMffTlSlG1Az67QTfegKKMtcZq+Ch78KLv003LkmSJEntXghhKDAdOBN4BbgeeA/4AfBiCKFPI4/zc+AB4HPAg8BvgRXAROCpEEKX7EcvSZKU+MVjs5n5YTEAeTmBG08dRVG3TilHJUmbp80VYkMIV4cQ/hFC+DCEsDqEsDSE8GoI4bLGJpN1jpWVJ4S1+cZ/cUd2HlAIQHlFFRfc9xoVlVUpR5VlvbZP3owdsEdt3xM/gaevgNiOpmOWJEmS1NrcBPQHvh9jPD7GeFGM8TCSguxOwJWbOkAIYS/gp0AxMCLGODbGeAGwP3AjcBDw4+a6AEmS1LE99voCJr8wr6Z90VE7s/cO/rO9pLanzRVigfFAN+DvwCTgLqACmADMCiEMbMxBsvWEsLZMQV4u148ZSX5uMo3EzI+Wc9PUdzcxqg3q3h/OeAS2P6C277lfwWMXQlU7KzxLkqT/z959h0lV3X8cf9/tsPTeQbpIE2xgjRU1dkEjmqjplsQSk5iYqFFjii3GmOSXRE0UC3Zj7y1go/feey8LW+f+/rjDLCBNWPbu7L5fz3Oe8Xtm7uUzFmTnO+ccSYpdEAQdgZOBuUQrWLd2M1AAXBIEQf5ubnUOEAD/DMNw9pbJMAxD4BdACPwwCILMCoouSZIEwJyVBfz0mfGp+pSDmvPtow6IMZEk7b10bMTWC8PwiDAML09+q/fqMAwPBX4LtAJu3MP77PM3hLVvDmxZj+tO6paq739nBhMWrosx0X5SqwFc/Bx0Pql87vN/wvPfg7KS+HJJkiRJqo6OTz6+GYbhNt/+DMNwA/A/oDbRytZdaZF8nL39E8n7rCT6mbrX9s9vLwiCUTsaQPfdXStJkmqWwpIyrhg2mo1FpQC0a1SbP5zfhyDwXFhJ6SntGrFhGBbu5Knhyccuu7tHBX5DWPvoe8d0TG0pUZoIuXb4WApLymJOtR/k1IYLH4ee55XPTXganhwKxZviyyVJkiSputnybdfpO3l+RvKx627uszL5+KXlJ0EQ1AWaJEubqZIkqcLc8tIkpixZD0BOZgYPDu1H/VrZMaeSpL2Xdo3YXTgj+Th+l6+KVNQ3hLWPMjMC7hnSh9o50W5WM5dv5I9vTIs51X6SlQPn/gMO+Xb53Iw34LHzoLAargSWJEmSFIf6yced/ZCxZb7Bbu7zcvLxO0EQdNjuuduJti0G2O1hbWEY9t/RAKbu7lpJklRzPDtqIU9+viBV//qMHvRsXX8XV0hS1Ze2jdggCH4SBMEtQRDcGwTBR8BtRE3Y3+3B5RX1DWG3WKoA7Rvnc9PpPVL1vz6ew4hZK3dxRRrLyITT74ajf1I+N38EPHI6bFwRXy5JkiRJNcWWBmq4qxeFYTgC+DtRo3V8EAQPB0FwdxAEnwBXAZOSL62GWxpJkqTKNn3ZBm56YWKqPqtvK4Ye3i7GRJJUMdK2EQv8hGgb4WuAo4DXgZPDMNyTblZFfUNYFeQbh7XluG5NU/UNT49nQ2E1PT81COCEX8HJt5fPLZ0ADw+CtQt2fp0kSZIk7d6Wn2d3tnyk3nav26kwDH8AfBuYDAwBfgAUA6cAE5IvW77XSSVJkoCColKuGDaazckj6zo1zee35/TyXFhJ1ULaNmLDMGwRhmEAtADOBToCY4Ig6FcBt9+jbwgnc7jFUgUIgoA/nNebBrWj/f4Xrd3Mrf+dHHOq/Wzg1XDmAxAk/zNcNRMeOgVW7GyhtiRJkiTt1pazXna2w1OX5OMe/eARhuFDYRgeEYZhfnIcE4bh28CA5Es+34eskiSphgvDkF88P4GZyzcCkJedwYND+5OfmxVzMkmqGGnbiN0iDMNlYRg+D5wMNAb+sweXVdg3hFVxmtXL4/aze6bqZ0Yt5I1JS2NMVAn6XQKD/w2ZOVG9flG0MnbxmHhzSZIkSUpX7yUfTw6CYJuf+YMgqAscCWwGPtnbXyAIgpOB9sAHYRgu2tv7SJIkPf7ZfF4cuzhV3352L7q1qBtjIkmqWGnfiN0iDMN5RNslHRQEQZPdvLxCvyGsivP13q04s0+rVP2L5yawcmNRjIkqQY8z4aLhkJ0f1ZtWwSNnwJyP4s0lSZIkKe2EYTgLeBPoAFy53dO3AvnAf8IwLNgyGQRB9yAIum9/ryAI6u1grhPwf0Rnw/684pJLkqSaZuKiddz6UvmuiBcc0pbz+7eJMZEkVbxq04hN2tLBK9vN6/b7N4S1935z1kE0r5cLwKqCYm58bgJhuNtdotNbp6/Bt16CvOSxxMUb4LHzYOqr8eaSJEmSlI6uIDq79f4gCF4IguDOIAjeBa4l+sLxL7d7/ZTk2N6/giD4LAiCvwZB8NsgCIYDE4E2wHfCMPRnZkmStFfWF5ZwxbDRFJclAOjeoi63nnVQzKkkqeKlVSM2+S3dFjuYzwiC4A6gGTAiDMM1yfns5DWdtn793nxDWJWnQe0c/nh+n1T91uRlPDu6Bux21eYQuOw1qJP8V7ysCJ66GMY9GW8uSZIkSWkl+TPvIcAjwOHA9UAn4H5gQBiGq/bwVi8DJcAQ4CfAQOBZoF8Yho9UbGpJklRThGHIDU+PY/7qTQDUyc3iwaH9yMvOjDmZJFW8dDvxehDwxyAIPgRmAauA5sCxQEdgKfDdrV7fmuhbvfOImq5buwIYQfQN4ROSrzsc+Bo7/oawKtExXZtyyRHtefSTeQDc+tIkjujYiDYNa8ecbD9r3gO+/Qb85yxYMxfCMnj++1C4Dg7/ftzpJEmSJKWJMAwXAJft4WuDncz/G/h3ReaSJEl66H9zeWPSslT9+/N607FpnRgTSdL+k1YrYoG3ic6iaQycC9wAnAesJlrJelAYhpN3fnm5CvyGsPaTG0/rTofGUeN1Q1EpNzw9nkSimm9RDNCwA1z+BjTbaiuO134K7/8OqvsWzZIkSZIkSZKqrVHz1nDnq+UnIlw6sAOn924ZYyJJ2r/SqhEbhuHEMAyvDMOwbxiGTcIwzArDsKv2nCAAACAASURBVH4YhoeGYXhLGIart3v93DAMgzAMO+zkfgvCMLwsDMOWYRjmhGHYPgzDH29/H8Wjdk4Wdw/pS0byu9kjZ6/i4RFzY81Uaeq2gMtegTaHlc+9fye8/nNIJOLLJUmSJEmSJEl7YXVBMVc9PprS5GKbPm3qc+Np3WNOJUn7V1o1YlXz9G/fkB8eV37E7+9fn8qMZRtiTFSJajWEb74AnY4vn/v0b/DiFVBWGl8uSZIkSZIkSfoKEomQ64aPZcm6QgDq18rmgYv6kZvlubCSqjcbsaryfnxCV3q0rAdAcWmC64aPo6SshqwKzcmHbzwJPc4unxv3BAy/BEoK48slSZIkSZIkSXvorx/M4v1pK1L1PUP60LZR7RgTSVLlsBGrKi8nK4N7L+hLTmb0r+uERet44N2ZMaeqRFm5cP5D0O9b5XPTXoVh50Ph+vhySZIkSZIkSdJujJy1irvfnJaqv39sR044sHmMiSSp8tiIVVro1qIuPzmla6p+4L2ZjF2wNsZElSwjE874Exz54/K5uR/Bf86EglXx5ZIkSZIkSZKknVi+oZAfPTmG5LGwHNahETec3C3eUJJUiWzEKm18+6iOHNahEQBlyTMFNheXxZyqEgUBnPQbOPGW8rnFY+DhQbBuYVypJEmSJEmSJOlLyhIhP35iLCs2FAHQOD+H+79xMFmZtiUk1Rz+jqe0kZkRcNfgPuTnRAe4z15RwO9fnxpzqhgcdW20OpYgqldOh4cGwcoatF2zJEmSJEmSpCrtvrenM3J2tJtfEMCfLjyYFvXzYk4lSZXLRqzSSrvGtfnV13uk6kdGzOV/M1fGmCgm/S+Nzo3NyI7qdQuilbFLxscaS5IkSZIkSZLen7acP79bvnDkxyd04aguTWJMJEnxsBGrtHPBoW05oXuzVP2Tp8exbnNJjIli0vNcuOhJyK4d1QUr4JHTYd6IeHNJkiRJkiRJqrEWr93MtU+NTdVHdW7C1cd3iTGRJMXHRqzSThAE3HleLxrWjlaDLllXyK3/nRRzqph0PhEueQHy6kd10Xp49ByY/ma8uSRJkiRJkiTVOCVlCa56fDRrNkULZ5rXy+W+C/uSmRHEnEyS4mEjVmmpWd08fntOr1T93OhFvD5xSYyJYtTucLj0VchPrhIuLYQnvwETnok3lyRJkiRJkqQa5fevTWX0/LUAZGYEPHBRP5rUyY05lSTFx0as0tapvVpyzsGtU/WNz01g+YbCGBPFqEVPuPx1aNAuqhOl8Ox34PN/xptLkiRJkiRJUo3w+sSl/PPjOan6p6d049AOjWJMJEnxsxGrtHbLmQfRsn4eAGs2lfCL5yYQhmHMqWLSuBNc/gY07Z6cCOGV6+HDP0JN/XsiSZIkSZIkab+bv2oTNzwzLlWfeGAzvnt0xxgTSVLVYCNWaa1+rWz+eH6fVP32lOU8/cXCGBPFrF4ruOw1aN2/fO7d2+HNm2zGSpIkSZIkSapwhSVlXPH4KDYUlgLQukEt7hrchwzPhZUkG7FKf0d1acKlAzuk6lv/O4kFqzfFFyhutRvBN1+EA44tnxv5ALx0FZSVxpdLkiRJkiRJUrVz+yuTmbhoPQDZmQEPDu1Hg9o5MaeSpKrBRqyqhZ8N6k7HJvkAFBSXcf3T4yhL1OAVoLl1YejT0P3r5XNjHoNnLoXSothiSZIkSZIkSao+Xhy7iMc+mZ+qbzq9B33aNogxkSRVLTZiVS3Uysnkngv6kpnc7uKzOat5aKuD4WukrFwY/G/oO7R8bsp/YdhgKNoYXy5JkiRJkiRJaW/m8o3c+NyEVH16r5Z8c0D7GBNJUtVjI1bVRt+2DbjyuE6p+o9vTGPa0g0xJqoCMrPgzAdgwFXlc3M+gP+cBZtWx5dLkiRJkiRJUtraXFzGFcNGsam4DIADmuTzu/N6EQSeCytJW7MRq2rl6hO60LN1PQCKyxJcN3wsxaWJmFPFLCMDTr4djr+pfG7RF/DwabB+SXy5JEmSJEmSJKWdMAy56YWJTF8W7bqXm5XBg0P7UTcvO+ZkklT12IhVtZKdmcG9Q/qSkxX9qz1p8Xr+/O6MmFNVAUEAx9wAp90FJL+VtmIKPHQyrJ4dazRJkiRJkiRJ6ePpLxby7OiFqfq2s3pyYMt6MSaSpKrLRqyqnS7N6/LTU7ql6r+8N5PR89fEmKgKOey7cN4/ISMrqtfOh4cGwdKJ8eaSJEmSJEmSVOVNXryeX71Y/lnief3aMPiQNjEmkqSqzUasqqXLjzyAww9oBEAihOuHj2NTcWnMqaqIXufDhY9DVl5Ub1wGj5wG8z+NN5ckSZIkSZKkKmtDYQlXPj6aouRRcF2b1+G2sw/yXFhJ2gUbsaqWMjIC7hrchzq50crPOSsL+N1rU2NOVYV0PQUueR5yk1uGFK6DR8+GmW/Hm0uSJEmSJElSlROGIT9/dgJzVhYAUDsnkweH9qd2TlbMySSparMRq2qrbaPa/PqMHqn6PyPn8eH0FTEmqmLaD4RLX4baTaK6ZBM8fiFMej7eXJIkSZIkSZKqlP+MnMcrE5ak6jvP7UXnZnViTCRJ6cFGrKq1wf3bcFKP5qn6p8+MZ92mkhgTVTEt+8Dlb0D9tlGdKIFnLodRj8QaS5IkSZIkSVLVMG7BWm5/ZXKqvviIdpzVt3WMiSQpfdiIVbUWBAF3ntuLxvk5ACxdX8jNL03czVU1TJPOcPnr0KRrVIcJ+O+P4eP74s0lSZIkSZIkKVZrNxVzxbDRlJSFAPRsXY+bTu+xm6skSVvYiFW116ROLnec0ytVvzB2Ma+MX7KLK2qg+m3gstegZd/yubdvhrduhjCML5ckSZIkSZKkWCQSIdcPH8eitZsBqJuXxYMX9ScvOzPmZJKUPmzEqkYY1LMF5/Vrk6p/+cIElq8vjDFRFZTfBL71X2h/VPnc/+6Dl6+BRFl8uSRJkiRJkiRVun98NJt3pi5P1XcN7kO7xrVjTCRJ6cdGrGqMm8/sQav6eQCs3VTCz54dT+hqz23l1YOLn4Gup5bPjXokOje2tDi2WJIkSZIkSZIqz2dzVvOHN6al6u8cdQCnHNQixkSSlJ5sxKrGqJeXzV2D+6Tq96at4MnPF8SYqIrKrgUXPAq9Lyyfm/wCPHEhFBfEl0uSJEmSJEnSfrdyYxFXPzGaskS0iKVfuwb87NTuMaeSpPRkI1Y1ysDOTbj8yANS9W0vT2b+qk0xJqqiMrPh7L/CYd8vn5v1Djx6DmxeE18uSZIkSZIkSftNWSLkmifHsmx9EQANa2fzwEX9yM60lSBJe8PfPVXj/HRQNzo1zQdgU3EZ1z89NvXtLm0lIwNO/T0cd2P53IJP4eHTYcOy+HJJkiRJkiRJ2i/+/O4MPp65EoAggHsv6EurBrViTiVJ6ctGrGqcvOxM7r2gL5kZAQCfz13DPz6aHXOqKioI4Lifw6Dfl88tnwQPnQJr5sYWS5IkSZIkSVLF+njGSv70zoxUfdXXOnNct2YxJpKk9GcjVjVS7zYNuPr4zqn6njenM2XJ+hgTVXFH/ADO+TsEmVG9Zg48NAiWT4k3lyRJkiRJkqR9tnRdIT9+cgxhcuPAAR0bc82JXeMNJUnVgI1Y1VhXfq0zvdvUB6C4LMG1T42lqLQs5lRVWJ8L4YLHIDM3qjcsgYdPhYVfxJtLkiRJkiRJ0l4rLUtw9ROjWVVQDEDTurn86RvlOwpKkvaejVjVWNmZGdwzpC+5WdF/BlOXbuBPb8/YzVU1XPfT4OJnIaduVG9eA/8+E2a/H2ssSZIkSZIkSXvnrjen8/ncNQBkBHD/hQfTrG5ezKkkqXqwEasarXOzOvz81O6p+m8fzGLUvNUxJkoDBxwN33oJajWK6pICGDYYpvw33lySJEmSJEmSvpJ3pizjbx/MStXXn9yNAZ0ax5hIkqoXG7Gq8b41oAMDk3+4SIRw3fBxFBSVxpyqimvdDy5/Heq1juqyYhj+TRjzWLy5JEmSJEmSJO2RBas3cd3wcan6uG5N+eGxnWJMJEnVj41Y1XgZGQF/HNyHurlZAMxbtYnfvjol5lRpoGm3qBnbKPmHszABL14JI/8Sby5JkiRJkiRJu1RUWsZVj49m3eYSAFrVz+PeIX3J8FxYSapQNmIloHWDWtxy5kGpetin83lv2vIYE6WJBu2iZmyLXuVzb/wC3rkNwjC+XJIkSZIkSZJ26s5XpzJu4ToAsjIC/nxRPxrm58ScSpKqHxuxUtK5/VpzykHNU/XPnhnP2k3FMSZKE3WawaWvQLsB5XMf3QWv/gQSifhySZIkSZIkSfqSV8Yv4ZERc1P1jacdSP/2DeMLJEnVmI1YKSkIAn57Ti+a1Im++bV8QxG/enFSzKnSRF59uPg56HxS+dzn/4TnvwdlJfHlkiRJkiRJkpQye8VGfvbs+FQ96KAWXH5kh/gCSVI1ZyNW2krjOrnceW7vVP3fcYt5adziGBOlkZzacOHj0PP88rkJT8OTQ6F4U3y5JEmSJEmSJFFYUsYVw0azsagUgHaNavOHwb0JAs+FlaT9xUastJ2TejRnyCFtUvWvXpjI0nWFMSZKI1k5cO4/4JBvl8/NeAMeOw8K18WXS5IkSZIkSarhbn5xElOXbgAgJyuDB4f2o15edsypJKl6sxEr7cCvvt6D1g1qAbBucwk/fXY8YRjGnCpNZGTA6XfD0T8pn5s/Ah45HTauiC+XJEmSJEmSVEM9M2ohT32xIFXffEYPerauH2MiSaoZbMRKO1A3L5u7h/Rhy64cH05fwbBP58cbKp0EAZzwKzj5jvK5pRPg4UGw1r+PkiRJkiRJUmWZtnQDN70wIVWf3bcVFx3WLsZEklRz2IiVduKIjo35zlEHpOo7XpnC3JUFMSZKQwOvgjMfgCD5W82qmfDQIFgxPd5ckiRJkiRJUg1QUFTKFcNGUViSAKBzszrccU4vz4WVpEpiI1bahetP7kaXZnUA2FxSxnXDx1KWcIvir6TfJTD435CZE9XrF0UrYxePiTeXJEmSJEmSVI2FYcgvnp/ArBXR4pJa2Zn8dWg/8nOzYk4mSTWHjVhpF/KyM7n3gr5kZUTfEBs9fy1/+2BWzKnSUI8z4aLhkJ0f1ZtWwSNnwJyP4s0lSZIkSZIkVVOPfzafF8cuTtV3nNOTLs3rxphIkmoeG7HSbvRsXZ8fn9AlVd/39nQmLV4XY6I01elr8K2XIK9BVBdvgMfOg6mvxptLkiRJkiRJqmYmLlrHrS9NTtUXHtqWc/u1iTGRJNVMNmKlPfDD4zrRp23UQCwpC7nuqXEUlZbFnCoNtTkELnsN6rSI6rIieOpiGPdkvLkkSZIkSZKkamLd5hKuGDaa4rLoXNgDW9bjljMPijmVJNVMNmKlPZCVmcG9Q/qQlx39JzNt2QbueWt6zKnSVPMe8O03oOEBUR2WwfPfh0/+Fm8uSZIkSZIkKc2FYcgNT49j/upNANTJzeLBof3Iy86MOZkk1Uw2YqU91LFpHX5x2oGp+v8+nM3nc1fHmCiNNewAl78Ozbb6Jt7rP4P3fwdhGFssSZIkSZIkKZ396+M5vDl5War+w/m9OaBJfoyJJKlmsxErfQUXH96eo7s0AaJ+4XXDx7KxqDTmVGmqbgu47BVoc1j53Pt3wus/h0QivlySJEmSJElSGho1bw2/e21qqr50YAdO69UyxkSSJBux0leQkRHwh/N7UzcvC4AFqzdzxyuTd3OVdqpWQ/jmC9Dp+PK5T/8GL/wQykriyyVJkiRJkiSlkdUFxVz1+GhKE9Fuc33aNthmdz9JUjxsxEpfUcv6tbjtrJ6p+onPFvDu1GW7uEK7lJMP33gKepxdPjf+SRj+TSgpjC+XJEmSJEmSlAYSiZBrnxrLknXRZ2n1a2Xzl4sOJifLj/8lKW7+TizthbP6tuK0Xi1S9U+fmcDqguIYE6W5rBw4/yHo963yuWmvwrDzoXB9fLkkSZIkSZKkKu7B92fywfQVqfreC/rQpmHtGBNJkrawESvthSAIuP3sXjStmwvAyo1F3PTCBMIwjDlZGsvIhDP+BEdeUz439yP49xlQsDK+XJIkSZIkSVIVNWLWSu55a3qq/uFxnTi+e/MYE0mStmYjVtpLjfJz+P15vVL1qxOW8tK4xTEmqgaCAE66FU68pXxuyVh4+FRYtzCuVJIkSZIkSVKVs3xDIT96YizJY2E5rEMjrj+pa7yhJEnbsBEr7YPjuzfnG4e1TdW/emEiS9ZtjjFRNXHUtdHqWIKoXjkdHhoEK2fGGkuSJEmSJEmqCkrLEvzoiTGs3FgEQJM6Ofz5ooPJyvQjf0mqSvxdWdpHvzy9B20b1QJgfWEpNzw9nkTCLYr3Wf9Lo3NjM7Kjet0CeHgQLBkfayxJkiRJkiQpbve9PYNPZq8Gok3m/nThwTSvlxdzKknS9mzESvuoTm4Wdw/uS5BcvPnxzJU89um8eENVFz3PhYuehOzaUV2wAh45HeaNiDeXJEmSJEmSFJP3pi3ngffKd4675oSuHNm5SYyJJEk7YyNWqgCHHdCI7x3TMVX/9tUpzF6xMcZE1UjnE+GSFyCvflQXrYdHz4Hpb8abS5IkSZIkSapki9du5rqnxqbqo7s04arjO8eYSJK0KzZipQpy3Uld6da8LgCFJQmuGz6O0rJEzKmqiXaHw6WvQn6zqC4thCe/AROeiTeXJEmSJEmSVEmKSxNc+fho1mwqAaBFvTzuu6AvmRlBzMkkSTtjI1aqILlZmdxzQR+yM6M/+IxdsJa/vj8r5lTVSIuecPnr0KBdVCdK4dnvwOf/jDeXJEmSJEmSVAl+//pUxsxfC0BmRsCfLzqYxnVyY04lSdoVG7FSBTqoVX2uObFrqv7TOzOYuGhdjImqmcad4PI3oGn35EQIr1wPH/4RwjDWaJIkSZIkSdL+8vrEpfzr4zmp+meDunFoh0YxJpIk7QkbsVIF+/4xHenXrgEApYmQa58aS2FJWcypqpF6reCy16B1//K5d2+HN2+yGStJkiRJkqRqZ96qAm54ZlyqPvHAZnz36I4xJpIk7SkbsVIFy8rM4J4hfamVnQnAjOUbufvNaTGnqmZqN4JvvgQHHFs+N/IBeOkqKCuNL5ckSZIkSZJUgQpLyrhi2Gg2FEafebVpWIu7B/clCDwXVpLSgY1YaT/o0CSfX55+YKr+58dz+GT2qhgTVUO5dWDo09D96+VzYx6DR06Dj++F+Z9AaVF8+SRJkiRJkqR9dNvLk5m0eD0AOZkZPDi0H/VrZ8ecSpK0p2zESvvJ0MPbcUzXpkC0Y+5Pnh7HhsKSmFNVM1m5MPjf0Pfi8rkFn8Lbt8BDp8CdbeGhU+HtW2HGW7B5bWxRJUmSJEmSpK/ixbGLGPbp/FR909cPpHebBjEmkiR9VTZipf0kCAL+cF5v6teKvqG2cM1mbnt5csypqqHMLDjrATjyx8B2W7KUFcH8EfDxPTDsfPh9B/jrkfDKT2DCM7BuURyJJUmSJEmSpF2auXwDNz43IVV/vXdLLjmifYyJJEl7IyvuAFJ11qJ+Hred3ZMfPTEGgOFfLOSkHi04qUfzmJNVM0EAJ/0G+l8Gcz+KtiWePxJWz97uhSEsmxiNz/8RTTVoB+0GlI8mXSHD76hIkiRJkiQpHpuKS7li2Gg2FZcB0LFJPr87r7fnwkpSGrIRK+1nZ/ZpxZuTlvLy+CUA3PjcePq1O4bGdXJjTlYNNTogGv2+GdUbliabsp9EK2OXToAwse01a+dHY/xTUV2rEbQ7IjkGQMu+kJVTue9DkiRJkiRJNVIYhtz0wkSmL9sIQG5WBn8Z2o86uX6UL0npyN+9pUpw+9k9+WzOapZvKGLlxmJ+8fwE/nZxf7/Ftr/VbQEHnR0NgKINsOCz8hWzC7+A0s3bXrN5NUx7NRoAWXnQ+hBoPyBqzrY5DPLqVe77kCRJkiRJUo0w/IsFPDe6/Dit287uyYEt/SxKktKVjVipEjSoncMfzu/NpQ9/DsAbk5bx/JhFnNuvTczJapjcutD5hGgAlBbD0vFRU3beyOhx8+ptrykthHkfRwMgyIDmPaPVsu2T2xnXbVG570OSJEmSJEnVzuTF6/n1i5NS9fn92zDkkLYxJpIk7SsbsVIlOa5bM4Ye3o5hn84H4OYXJ3F4x8a0blAr5mQ1WFYOtDkkGgOvhjCEldOjhuz8T2DeCFg7b9trwkTUvF06Hj77ezTXsAO0G1i+nXGTLtG5tZIkSVJMgiBoA/wGGAQ0BpYALwC3hmG45ivc5yjgBqAP0AJYDkwE7g/D8PWKzi1JUk21obCEK4aNoqg0OlarW/O63HZWz5hTSZL2lY1YqRL94rQD+XjmSuat2sSGolJueHocj337cDIybNpVCUEATbtFo/+l0dz6xeVbGc8fCUsnAuG2162ZG41xj0d17cZRQ3bLaNkbMrMr731IkiSpRguCoBMwAmgGvAhMBQ4DfgwMCoLgyDAMV+3BfX4IPAgUAM8DC4E2wLnAqUEQ3BSG4R37511IklRzhGHIz5+dwNxVmwDIz8nkwYv7USsnM+ZkkqR9ZSNWqkT5uVncPbgPQ/4+kkQII2at4t8j53LZkQfEHU07U68V9Dw3GgCF62DB5+WN2YVfQFnRttdsWgVTX44GQHbtaNVtu63Omc2tU7nvQ5IkSTXJg0RN2B+FYfjnLZNBENwDXAvcAfxgVzcIgiAbuBMoBPqHYThtq+d+C4wBfhkEwV1hGBbt5DaSJGkP/HvEXF6ZsCRV33lebzo19bMjSaoObMRKleyQDo34/rGd+Ov7swD43WtTObpLUzo38w9XaSGvPnQ5MRoApUWweGz5dsbzR0Lh2m2vKdkEcz6MBkCQCS16QfuttjOu06xy34ckSZKqpSAIOgInA3OBv2z39M3A94BLgiC4PgzDgl3cqhFQHxi/dRMWIAzDKUEQTAd6AXUAG7GSJO2lsQvWcserU1L1JUe058w+rWJMJEmqSDZipRhce2JX3p+2gilL1lNUmuC64WN59ocDyc7MiDuavqqsXGh3eDQAEglYOS1qyM5LNmfXzd/2mrAMloyNxicPRnONOpWvmG0/EBp19JxZSZIk7Y3jk49vhmGY2PqJMAw3BEHwP6JG7RHAO7u4z3JgBdA1CIIuYRjO2PJEEARdgS7A2D3c4njUTp7qvrtrJUmqztZuKubKYaMpKYuOwerVuj43ff3AmFNJkiqSjVgpBjlZGdwzpA9nPfA/issSjF+4jr+8N5NrTuwadzTtq4wMaHZgNA65PJpbt7B8tey8kbB8Ml86Z3b1rGiMfSyq85uVr5ZtdwS06A2Z/pYtSZKk3eqWfJy+k+dnEDViu7KLRmwYhmEQBFcCjwGjgiB4HlgMtAbOASYBF1ZUaEmSappEIuT64eNYtHYzAHXzsnhwaD9yszwXVpKqEz/Vl2JyYMt6XHdyV3732lQA/vzuTI7v3ozebRrEnEwVrn4b6HV+NAA2r0meMzsiatAuGgVlxdteU7AcprwUDYDsfGh7aLIxOyA6czYnv3LfhyRJktJB/eTjup08v2V+tz94hGH4dBAEi4EngG9u9dQy4GFg9p4ECsOw/47mkytl++3JPSRJqm7+76PZvDN1eaq+e3Af2jaqHWMiSdL+YCNWitF3j+7I25OX8cW8NZQlQq59aiyv/Oho8rL95lu1VqshdD05GgAlhbB4TPKc2ZEw/1Mo2u5zs5ICmP1+NAAysqBln/IVs+0GQH6TynwXkiRJSk9bzr8Id/kqIAiCi4F/AM8BtwHzgPbAr4AHgGOBIfsnpiRJ1dens1fxxzfKj2D/7tEHcPJBLWJMJEnaX2zESjHKzAi4e0gfTv3TR2wqLmPWigL+8Po0fn1Gj7ijqTJl50H7AdGA6JzZFVNg3ojyLY3XL9r2mkRptJJ20SgY+UA017hL+Rmz7Y6Ahgd4zqwkSVLNs+UbffV38ny97V63Q8lzYB8CxgOXbHXe7NQgCC4h2gJ5cBAEx4Vh+P6+RZYkqeZYubGIq58YQ1ki+k5U//YN+ekgj02XpOrKRqwUs/aN8/nV13tw43MTAHjof3M4sUczBnZydWONlZEBzQ+KxmHfjebWzo+asluasyumfPm6VTOiMebRqK7Tony1bPsB0LwnZLjaWpIkqZrbsrym606e75J83NkZslucDGQDH2zVhAUgDMNEEAQfAv2T4/29iypJUs1Slgi55smxLN9QBEDD2tk8cNHBZGdmxJxMkrS/2IiVqoALD23Lm5OW8t60FQDc8PR4XrvmaOrlZcecTFVGg3bR6J3c+W3TaljwaXIr409g0WhIlGx7zcalMPmFaADk1E2eM5tcMdvmEMiuVbnvQ5IkSfvbe8nHk4MgyNi6iRoEQV3gSGAz8Mlu7pObfGy6k+e3zBfvbVBJkmqa+9+ZwcczVwLRJmb3XXgwLev72YwkVWc2YqUqIAgCfn9eb06+70PWbiph0drN3PrSZO4e0ifuaKqqajeCbqdGA6Bkc9SMnZ9cMbvgMyhav+01xRtg1rvRAMjIhlZ9k6tmk83Z2o0q931IkiSpQoVhOCsIgjeJVrReCfx5q6dvBfKBv4dhWLBlMgiC7slrp2712o+Sj+cHQXBXGIbjt3p9X+B8onNm390vb0SSpGrmoxkruP/dGan66q915tiuO/u+kySpukirRmwQBI2Bc4DTgV5Aa6Jv304AHgYe3n7LpF3cay7QfidPLwvD0NPRVama1cvjjrN7ceXjowF4dvRCTurRnEE9/VdReyC7FnQ4MhoAiTJYNqn8jNn5I2HDkm2vSZTAws+jMSL5+VyTbtE2xu2So0E7z5mVJElKP1cAI4D7gyA4AZgCHA58jWhL4l9u9/ot516k/uAXhuFnQRA8DFwGfB4EwfPAPKADcDaQA9wXhuGk/fg+JEmqFpauK+SaJ8cSRsfCMrBTY3584s5OEZAkVSdp1YgFBgN/LgpZ3wAAIABJREFUBZYQbbc0H2gOnAv8Ezg1CILBYbjlf2m7tQ64bwfzGysgq/SVnd67JW9ObsWLYxcD8MvnJ3BIh4Y0qZO7myul7WRkQsve0Tj8exCGsHYezBtZvp3xymlfvm7ltGiMeiSq67aKVsq2T66YbdbDc2YlSZKquOSq2EOA3wCDgNOIfo6+H7g1DMPVe3irbwMfApcCpwB1gfXAx8A/wjB8soKjS5JU7ZSUJbj6idGsKoh2829aN5c/XXgwmRl+8V2SaoJ0a8ROB84EXtnunJtfAJ8B5xE1ZZ/dw/utDcPwlooOKe2L35zZk09nr2bp+kJWFRRz43MT+L9L+hO4KlH7IgigYYdo9P1GNFewsvyc2XkjYclYSJRue92GxTDpuWgA5NaHtoeVN2db9YPsvMp8J5IkSdoDYRguIFrNuiev3eEPG8kvOT+SHJIkaS/c9eY0Pp+7BoCMAP78jYNpWtdFF5JUU6RVIzYMwx2ePROG4dIgCP4G3AEcx543YqUqp37tbP44uDeX/OszAN6avIxnRi1k8CFtY06maie/CXQ/PRoAxZtg0Rfl2xkv+AyKt9sgoGgdzHwrGgCZOdDq4PKtjNse5jmzkiRJkiRJRJ/r/f2D2an6+pO7cUTHxjEmkiRVtrRqxO5GSfKxdJev2lZuEAQXA+2AAmA88GEYhmV7eoMgCEbt5KnuXyGHtI2juzTlmwPa85+R8wC49b+TOaJjY9o2qh1zMlVrObXhgGOiAVBWCssmJhuzI6JVswXLt72mrDhaVbvgU/hfcqf3Zj2iFbPtktsZN/BLBJIkSZIkqWZZsHoT1w8fm6q/1q0pPzy2U4yJJElxqBaN2CAIsoBvJsvXv8KlLYBHt5ubEwTBZWEYflAh4aS99PNTu/PRjJXMWVnAxqJSfvL0OJ747hFkeH6EKktmFrTqG40jfhCdM7t6dvmK2fkjYdXML1+3fHI0vngoquu1gfYDks3ZAdD0QMjIqNz3IkmSJEmSVEmKSsu46vHRrC+M1gy1blCLe4b09XM9SaqBqkUjFvgd0BN4NQzDN/bwmoeBj4BJwAagI3AV8D3gtSAIBoRhOG53NwnDsP+O5pMrZfvtYRbpS2rnZHH3kD6c/9cRJEL4dM5qHvrfHL5zdMe4o6mmCgJo3CkaBw+N5jaugAWfRKtl54+EJeNg+00F1i+ECU9HAyCvPrQ9ItmcHRBtbZzl2SiSJEmSJKl6+O0rUxi3cB0A2ZkBD1x0MA3zc2JOJUmKQ9o3YoMg+BFwPTAVuGRPrwvD8NbtpiYCPwiCYGPyfrcA51RQTGmv9GvXkCuO68wD70WrDv/wxjSO7dqULs3rxpxMSqrTFA48IxoARRvLz5mdNwIWfg4lm7a9pnAdzHgjGgCZudC6f7Ritv1AaHMo1GpQue9DkiRJkiSpArw8fjH/Th43BnDjqQdycLuGMSaSJMUprRuxQRBcCfwJmAycEIbh6gq47d+IGrHHVMC9pH32oxO68N605UxavJ7i0gTXDh/L81ccSXamW7uqCsqtAx2PiwZAWQksnVC+lfG8kbBp5bbXlBVFZ9DOHwEf3wME0PygaLXslu2M67eu1LchSZIkSZL0Vc1esZGfPzshVZ/aswWXHdkhvkCSpNilbSM2CIJrgHuJVrKeEIbh8gq69Zb75FfQ/aR9kpOVwb0X9OXrf/6Y4tIEExet58/vzuS6k7rGHU3avcxsaN0vGgOujM6ZXTWrvDE7f2R07uw2Qlg2MRqf/yOaatAu2ZhNjiZdPWdWkiRJkiRVGYUlZVwxbDQbi6JzYds3rs3vz+9NEHgurCTVZGnZiA2C4GdE58KOBU4Kw3Dlbi75KgYkH7fvDEix6dq8Ljec3I07Xp0CwF/em8nx3ZvRt63btyrNBAE06RyNfsnd5DcsSzZlP4lWxS6dAGFi2+vWzo/G+Keiulaj5GrZ5IrZln0hy7NWJEmSJElSPG5+cRJTl24AooUVDw7tR7287JhTSZLilnaN2CAIfgX8BhgFnLyr7YiDIMgGOgElYRjO2mr+IGDJ9tcGQdAeeCBZPlbR2aV9cflRB/DWlGV8Nmc1ZYmQ654ayys/OppaOZlxR5P2Td3mcNDZ0QAo2hCdLTsvuWJ24RdQunnbazavhmmvRgMgKw9aHwLtk9sZtzkM8upV7vuQJEmSJEk10jOjFvLUFwtS9a1nHsRBrerHmEiSVFWkVSM2CIJvETVhy4CPgB/tYGuHuWEYPpL869bAFGAe0GGr1wwGfh4EwXvAHGADUcP2dCAPeBW4a7+8CWkvZWYE3D24D4Pu+5CC4jJmryzg969P5ZYzD4o7mlSxcutCp+OjAdE5s0vGlZ8xO39k1IjdWmkhzPs4GgBBBjTvWX7ObPuBULdF5b4PSZIkSZJU7U1buoGbXig/F/acg1tz4aFtY0wkSapK0qoRCxyQfMwErtnJaz4AHtnNfd4DugEHE21FnA+sBT4GHgUeDcMw3NewUkVr26g2vz6jBz97NvrD3SMj5nLigc05qkuTmJNJ+1FmNrQ5JBoDr47OmV05I9rGeP4nUWN2zdxtrwkTsHR8ND77ezTXsAO0G1i+nXGTLtFWyZIkSZIkSXthY1EpPxw2isKS6Iilzs3qcPvZPT0XVpKUklaN2DAMbwFu+Qqvnwt86f96YRh+QNSwldLOkEPa8tbkZbw9ZTkANzwzjtevOYb6tTxzQjVEEEDTrtHof2k0t35xeVN2/khYOhHY7vs0a+ZGY9zjUV27cfmK2XYDoWXvqOkrSZIkSZK0G2EYcuNzE5i9ogCAWtmZ/HVoP/Jz0+ojd0nSfub/FaQ0EwQBd57bm9H3fcjqgmKWrCvklpcmce8FfeOOJsWnXivoeW40AArXwYLPk43ZT2DRF9H2xVvbtAqmvhwNgOza0arbdludM5tbp3LfhyRJkiRJSgvDPp3Pf8ctTtW/PbcnXZrXjTGRJKkqshErpaGmdXO54+ye/HDYaACeH7OIk3o057ReLWNOJlURefWhy4nRACgtis6ZnbfVdsaFa7e9pmQTzPkwGgBBJrToFTVm2w+IHus0q9z3IUmSJEmSqpwJC9fxm/9OTtXfOKwd5xzcJsZEkqSqykaslKZO7dWScw9uzXNjFgHwy+cncEiHhjSrmxdzMqkKysqFtodFAyCRgJXTylfMzhsJ6+Zve01YBkvGRuPTv0ZzjTqVr5htPxAadfScWUmSJEmSapB1m0u44vFRFJdF58L2aFmPm8/oEXMqSVJVZSNWSmM3n3kQI2evYsm6QtZsKuHGZyfwz28dQmBjSNq1jAxodmA0Drk8mlu3cKtzZj+BZZP40jmzq2dFY+xjUZ3fLHnGbLI526I3ZPq/VkmSJEmSqqMwDLnh6XEsWL0ZgLq5WTw4tB952ZkxJ5MkVVV+Wiylsfq1srlrcB+G/vNTAN6ZupzhXyzggkPbxZxMSkP120Cv86MBsHnNVufMjoRFo6CseNtrCpbDlJeiAZCdD20PTTZmB0RnzubkV+77kCRJkiRJ+8W/Pp7Dm5OXpeo/nN+bDk38uV+StHM2YqU0d2TnJlw6sAOPjJgLwG/+O5mBnZrQtlHteINJ6a5WQ+h6cjQASgph8ZjyFbMLPoHCddteU1IAs9+PBkBGFrTsU75itt0AyG9Sme9CkiRJkiRVgFHzVvO716am6suO7MCpvVrGmEiSlA5sxErVwM8GdefDGSuYvaKAguIyrh8+jie+dwSZGW5RLFWY7DxoPyAaEJ0zu2JK1Jidl1w1u37RttckSqOVtItGwcgHornGXcrPmG13BDQ8wHNmJUmSJEmqwlYXFHPV42MoTURHGPVt24AbTz0w5lSSpHRgI1aqBmrlZHLPkL6c99cRlCVCPpu7mn99PJvvHdMp7mhS9ZWRAc0Pisah34nm1s4vP2d23sioUbu9VTOiMebRqK7Tony1bPsB0LwnZHi2jCRJkiRJVUEiEXLNU2NZsq4QgAa1s/nL0H7kZGXEnEySlA5sxErVRN+2Dbjya525/50ZANz1xnSO7dqMbi3qxpxMqkEatItG7yFRvWk1LPgM5o+IGrSLRkOiZNtrNi6FyS9EAyCnbvKc2eSK2db9IcetxiVJkiRJisOD78/kw+krUvU9Q/rQukGtGBNJktKJjVipGrn6+M68N3U5Exato7gswbVPjeWFK4/0G3pSXGo3gm6DogFQsjlqxs5PbmW84DMoWr/tNcUbYNa70QDIyIZWfaOmbKt+UKtB1KzNyYfcOpBTB3LrQmZ25b43SZIkSZKquRGzVnLPW9NT9RXHdeL47s1jTCRJSjc2YqVqJDszg3sv6MNp939McWmCyUvWc/87M/jJKd3ijiYJILsWdDgyGgCJMlg+ufyM2fkjYcOSba9JlMDCz6OxK5k5yaZsnR03anPyt3q+zs7/estrs3L3z98DSZIkSZLSwPL1hfzoibEkj4XlsAMacd1JXeMNJUlKOzZipWqmc7O6/GxQd257eTIQbZ/yte7N6N++YczJJH1JRia06BWNw78HYQhr50XbGM9Lbme8ctqe3ausGDavjkaFZMveSVN3d43c7ee2auwGQcVkkyRJkiRpPyotS3D1E2NYubEIgCZ1cnjgGweTlemuc5Kkr8ZGrFQNXTawA29NXsons1eTCOH64WN59cdHUzvH/+SlKi0IoGGHaPS5MJorWAULko3ZNXOhaAMUb4SijVBcEG1lXLQRwrKKzZIogc1rolERMrL2bHXuzhq5X1qxm2djV5IkSZK0X9z79nQ+nRN90TkI4P4LD6ZZvbyYU0mS0pFdGakaysgIuGtwHwbd9xEbi0qZu2oTd746ldvO7hl3NElfVX5j6H56NHYmDKG0MGrM7qxRW7xxq/mNO57b+vpEacW+j0QpFK6NRkUIMvdwG+Y9fD67lo1dSZIkSRLvTVvOX96blaqvPbErAzs3iTGRJCmd2YiVqqk2DWtz8xk9uOGZ8QA8+sk8TuzRnGO7No05maQKFwRRIzG7FuRXwA+HYQilRXvRyN3++a2uT5Tse65tMpZB4bpoVIQgc6vm7J6ep7uL57Nr29iVJEmSpDSzaO1mrn1qbKo+pmtTrvpa5xgTSZLSnY1YqRo7v38b3pq8jDcnLwPgp8+M481rjqV+7eyYk0mq0oIAsvOikd+4Yu65pbG7zYrd3TVyd/HXZcUVk2uLsAyK1kWjIgQZycbsV9mGefvnt1q9m5NvY1eSJEmS9qPi0gRXPT6atZuiLxK3qJfHvUP6kJHhz2KSpL1nI1aqxoIg4Lfn9mLUvDWsKihm2foifv3SRP504cFxR5NU02TlRqN2o4q5X2nxds3Z7Vfv7m6b5u2eLyuqmFxbhAkoWh+NChGUN2R3us3yLhq522/TnJ0PGRkVlE2q4sIQEmXRFy62eUxEj4nS7Z5LlNep5xJfvj5RWn6PLz23k1+vcSfodHzcf0ckSZK0A797bSpj5kfH6WRmBDxw0cE0rpMbcypJUrqzEStVc03q5HLnub343qOjAHhx7GJO6tGcr/duFXMySdoHWTmQ1ajiGrtlJTs/L/erbsNcvDE6s7dChdH9izfAxgq65ZdW7O7Debs5dWzs7i87agBuaQx+qYG4s+ZiYgcNxJ01F3fUQNzZc1uuL91xhm2e+4oNy53dc7fvawe/TpiI+59iud4X2IiVJEmqgl6fuISH/jcnVf98UHcO6VBBP29Kkmo0G7FSDXDyQS04v38bnhm1EICbXpjIoR0a0bxeXszJJKmKyMyGWg2jURHKSnezYvcrnrdburlicm1ty6/Dsoq5X3b+V1uxu6Ntmgkqd3XiHjUQd/Trle6kQbqje+6sYbmH74uwYv75qGpIlMWdQJIkSduZt6qAG54en6pP6tGc7xx9QIyJJEnViY1YqYb49Rk9GDlrFYvWbmbtphJ+9ux4Hr70UALPHJSkipeZBbUaRKMiJMr2/jzdHc2VbKqYXFsrKYhGwfKKv7e0r4IMCDIhI3Orx4zoMSPry3NBcv5Lc1s97mguyNjquh3cs5XHQ0iSJFUlhSVlXDFsNBuKSgFo26gWd53fx8/LJEkVxkasVEPUy8vmj4N7c9E/PgXg/WkreOKzBVx0eLuYk0mSdisjE/LqR6MiJMqSq3T3spG7/fMlBRWTSzv2pWbfzhqBGds1ELee27rhuIOm5A6bisnXbtOo/Cr3zNqLJub2jdEK+vX8IE2SJEk78JuXJzNp8XoAcjIz+MtF/ahfOzvmVJKk6sRGrFSDDOzUhG8fdQD/+jg68+L2VyZzZOfGtG+cH3MySVKlysiEvHrRqAiJRNSM3WHTdnfn7W55vqA8206bbztYnbjT5tuOGoh7sGJxl6sgs3bcAPxKjdG9+PUkSZIkVbgXxizi8U/np+pfff1AerepoF2NJElKshEr1TA3nNKND6avYObyjWwqLuP64eN46vsDyMxwpYgkaS9lZERnwubWjTuJJEmSJO3WzOUb+MXzE1L1GX1acfER7WNMJEmqrvyKvVTD5GVncu+QvmQlG69fzFvD/304O+ZUkiRJkiRJ0v63qbiUHz42mk3FZQB0bJrPnef28lxYSdJ+YSNWqoF6tanP1cd3SdX3vDWNKUvWx5hIkiRJkiRJ2r/CMOSm5ycyY/lGAPKyM3hwaD/q5LpxpCRp/7ARK9VQV3ytE33a1AegpCzk2qfGUlRaFnMqSZIkSZIkaf946vMFPDdmUaq+7ayedG9RL8ZEkqTqzkasVENlZ2ZwzwV9yc2KfhuYunQD9709I+ZUkiRJkiRJUsWbtHgdv35pUqoe3L8Ngw9pG2MiSVJNYCNWqsE6Na3Djad2T9V//2AWX8xdHWMiSZIkSZIk/T979xlmVXX+b/xe0+i9CQgiCKKC9CJorLEkUbAHsPdCEkuSn4lJbFETo8aoaBQLdmPvMSbRWEBAQGkWQKoU6b1MW/8XZzwif5B2mD3l/lzXufasZ7cvvDgz+zxnr63MWrm+gEufGEd+YTEA7XerxfX9OiScSpJUGdiIlSq5Mw5oRd+9GgBQHOGKZ8azZkNhwqkkSZIkSZKknRdj5KrnJzBzyVoAauRlM2RQV6rlZSecTJJUGdiIlSq5rKzAX07qRK2qOQDMXrqWG9/4LOFUkiRJkiRJ0s4bNmImb0xckB7/6cT9adOoZoKJJEmViY1YSTSrW43rjtsvPX5y1Gze+WJhgokkSZIkSZKknfPx7GXctNENB2ccsAfHdmqWYCJJUmVjI1YSAMd3ac7R++2WHv/fcxNYtiY/wUSSJEmSJEnSjlm+Np/BT35MQVEEYP/d63D1j/dJOJUkqbKxESsJgBACNx7fgYY1qwCwcNUGfv/ypIRTSZIkSZIkSdunuDhyxTPjmbt8HQC1q+YwZGBXquT4XFhJUumyESsprUHNKvzphI7p8WsT5vPyJ3MTTCRJkiRJkiRtn/vem87bn3/72K3bTulMi/rVE0wkSaqsbMRK+o4j9m3Cqd1bpMe/f2kSC1asTzCRJEmSJEmStG1GTV/CrW99kR5f8IPW/HDfJgkmkiRVZjZiJf1/fveTfdi9XjUAVq4v5FfPjSfGmHAqSZIkSZIkacsWrdrAz576mKLi1OdY3feox6+O2jvhVJKkysxGrKT/T62qudx2cidCSI3fn7qYx0fNTjaUJEmSJEmStAVFxZHL/vExC1dtAKB+jTzuGtiF3Gw/ApckJcffQpI2q1frBpx/UOv0+KbXP2PG4jUJJpIkSZIkSZI272//ncrwaUsACAHuOLUzTetUSziVJKmysxEraYuu+GE72jWpCcC6giKueOYTCouKE04lSZIkSZIkpcQYufvtqdz536np2s8Oa8sP2jVKMJUkSSk2YiVtUdXcbG4/pTM5Wak5ij+evZz73puecCpJkiRJkiQJ1uUX8bOnPubWt6aka33aNOAXh7dNMJUkSd+yESvpe3VoXofLjvj2j9e//nsKk+auSDCRJEmSJEmSKrv5K9Zxyn0f8tqE+ela79b1uWdQV7JLbiqQJClpNmIlbdVFB7ehS8u6ABQWR658ZjzrC4oSTiVJkiRJkqTKaNzsZRx713AmbnSzwGm9W/LYub2oWz0vwWSSJH2XjVhJW5WTncXtp3SmWm42AF98vYq//nvKVvaSJEmSJEmSMuv5sV/x0/tGsnj1BgBysgI39O/AH/t3JDfbj7slSWWLv5kkbZM9G9bgtz9qnx7f//50Rs9YmmAiSZIkSZIkVRZFxZGb3viMK58dT35RMQB1q+fy6Lk9Ob33HgmnkyRp82zEStpmp/Xeg4PaNgQgRrjy2U9YvaEw4VSSJEmSJEmqyFauL+DcRz7i/vemp2t7N6nFK5ceSJ82DRNMJknS97MRK2mbhRC45aT9qV01B4A5S9fxx9c+TTiVJEmSJEmSKqoZi9dw/JDh/O+LRenaEfs04flL+tCyQfUEk0mStHU2YiVtl6Z1qnFD/w7p8dMfzeG/n32dYCJJkiRJkiRVRB9MXUz/IcP5ctGadO3SQ9tw/+ndqFklJ8FkkiRtGxuxkrbbcZ2a8eOOTdPj/3t+IkvX5CeYSJIkSZIkSRVFjJGHh8/gzIdHs2JdAQBVcrL4208786uj2pOVFRJOKEnStrERK2m7hRD4Y/8ONKpVBYDFqzdw9YsTiTEmnEySJEmSJEnlWX5hMb95YSLXvfopRcWpz5qa1K7CMxceQL/OzRNOJ0nS9rERK2mH1KuRxy0n7p8e/3PSAl76ZG6CiSRJkiRJklSeLVm9gdMeGMXTH81J1zq1qMurgw+kU4u6CSaTJGnH2IiVtMMObd+YAT1bpsd/eHky85avSzCRJEmSJEmSyqNP563kuLuHM3rm0nTt+C7N+ccFvWlcu2qCySRJ2nE2YiXtlN/9eB9a1q8OwKr1hfzqufEUFztFsSRJkiRJkrbNm5MWcNLfRzC35Av+IcBVx7Tn9lM6UTU3O+F0kiTtOBuxknZKjSo53HZKJ0JIjYdPW8JjI2clG0qSJEmSJEllXoyRO/87lYseH8va/CIAalbJ4cEzu3PRwW0I33zgJElSOWUjVtJO69GqPhf+oE16fPM/P+PLRasTTCRJkiRJkqSybF1+EYOf/Jjb/z0lXdujQXVevKQPh7VvkmAySZIyx0aspIy4/Idtab9bLQDWFxRzxTPjKSwqTjiVJEmSJEmSypp5y9dx0t9H8PrE+elanzYNeOmSvrRtUivBZJIkZZaNWEkZUSUnm9tP6UxudmrKmPFzlnPP/75MOJUkSZIkSZLKkrGzlnHc3cOZPG9lunbmAXvwyDk9qVcjL8FkkiRlno1YSRmzb7PaXP7Ddunxnf+dysSvViSYSJIkSZIkSWXFs2PmMOD+kSxevQGAnKzATcd35Lp+HcjN9qNqSVLF4283SRl14Q/a0G2PegAUFkcuf+YT1hcUJZxKkiRJkiRJSSkqjvzxtU/51XMTyC95lFW96rk8fl4vBvZqmXA6SZJ2HRuxkjIqOytw28mdqJ6XDcC0hau59V9fJJxKkiRJkiRJSVixroBzhn3EAx/MSNfa71aLVwYfSO/WDRJMJknSrmcjVlLGtWpYg6t/vE96/ODwGXz45ZIEE0mSJEmSJKm0TV+0muPvGc67Uxalaz/ctwnPXdyHFvWrJ5hMkqTSYSNW0i4xsGdLDm7XCIAY4ZfPjmfV+oKEU0mSJEmSJKk0vDdlEf2HDGf6ojXp2uBD9+K+07pRs0pOgskkSSo9NmIl7RIhBG45aX/qVMsFYO7ydVz/6qcJp5IkSZIkSdKuFGPkoQ9mcNbDo1m5vhCAKjlZ3DWgC788am+yskLCCSVJKj02YiXtMk1qV+WP/Tukx8+O/Yq3Ji9IMJEkSZIkSZJ2lQ2FRVz1/ESuf+1TimOqtlvtqjx3UR+O7dQs2XCSJCXARqykXerYTs2+84f2b16YyOLVGxJMJEmSJEmSpExbvHoDg4aO4h9j5qRrnVvU5ZXBfem4e50Ek0mSlBwbsZJ2uRv67UeT2lUAWLImn6tfnEiMMeFUkiRJUsUVQtg9hPBQCGFeCGFDCGFmCOGOEEK9bdz/kBBC3IZXi139b5EklX2T562g393DGTNrWbp2QtfmPH1BbxrXrppgMkmSkuVT0SXtcnWr53HLSZ0486HRAPxr8tc8P24uJ3XbPeFkkiRJUsUTQmgDjAAaAy8DnwM9gV8AR4cQ+sYYl2zlMDOB67awriNwAjA5xjhnC9tIkiqJf06czxXPjGddQREAIcBvjmnP+Qe1JgSfBytJqtxsxEoqFQe3a8RpvVvy+MjZAFz3ymR6t67P7vWqJ5xMkiRJqnDuIdWE/XmM8a5viiGE24HLgRuBi77vADHGmcC1m1sXQniq5Mf7M5BVklROFRdH7nx7Knf8Z2q6VqtKDncO6MKh7RsnmEySpLLDqYkllZrf/mgf9miQaryu2lDIr56dQHGxUxRLkiRJmRJCaA0cSeqO1iGbrL4GWAOcHkKosYPHbwAcD6wDHtvxpJKk8mxtfiGDnxr3nSZsqwbVefHSPjZhJUnaiI1YSaWmel4Ot5/SiaySWWk+nL6EYSNmJppJkiRJqmAOK1m+FWMs3nhFjHEVMByoDvTeweOfBVQBno0xLtvKtgCEEMZu7gW038EMkqQEzV2+jpPu/ZA3Ji5I1w7cqyEvXdqXvRrXSjCZJEllj41YSaWq2x71uejgNunxn9/8nGkLVyWYSJIkSapQ9i5ZTtnC+m9uXWq3g8c/r2R53w7uL0kqx8bMXEq/uz/g0/kr07Wz+rRi2Nk9qFs9L8FkkiSVTTZiJZW6y45oxz5NawOwobCYK54ZT0FR8Vb2kiRJkrQN6pQsV2xh/Tf1utt74BDCwaTuYp0cYxyxrfvFGLtt7gV8vr0ZJEnJeWbMHAYMHcni1fkA5GYHbj6hI9cetx852X7MLEnS5vgbUlKpy8vJ4q+ndiKv5I/0CV+q4QAKAAAgAElEQVSt4O63pyWcSpIkSaoUSh4UQtyBfS8oWXo3rCRVIoVFxdzw2qf8+rkJFBSlfn3Ur5HHE+f1ZkDPlgmnkySpbLMRKykR7XerzZVHfjsb2t3vTGP8nOUJJpIkSZIqhG/ueK2zhfW1N9lum4QQ6gMnAuuAx3YsmiSpvFmxroBzHhnDgx/MSNfa71aLly/tS8896yeYTJKk8sFGrKTEnHdQa3q0qgdAUXHk8mc+YX1BUcKpJEmSpHLti5Lllp4B27ZkuaVnyG7JmUAV4JkYo9+glKRK4MtFqzl+yHDem7IoXTtqvyY8f3EfWtSvnmAySZLKDxuxkhKTnRW47eTO1MjLBmD6ojX8+U0fEyVJkiTthHdKlkeGEL5zzR9CqAX0JXVX68jtPO75Jcv7dy6eJKk8eHfKIvoPGc70xWvStZ8fthf3DupGjSo5CSaTJKl8sRErKVEtG1Tn9z/ZNz1+ePhMRkxbnGAiSZIkqfyKMX4JvAW0Ai7dZPV1QA3g0Rhj+pP1EEL7EEL7LR0zhHAQsA8wKcY4IuOhJUllRoyRB96fztkPj2bV+kIAquZmcffALlxx5N5kZYWtHEGSJG3MRqykxJ3aowWHtW+cHv/y2fGsWFeQYCJJkiSpXLsEWAjcGUJ4KYRwcwjhbeByUlMSX73J9p+VvLbkgpKld8NKUgW2obCIXz83gT++/hnFMVVrWqcqz13Uh5/s3yzZcJIklVM2YiUlLoTAn07sSL3quQDMW7Ge616dnHAqSZIkqXwquSu2OzAM6AVcCbQB7gQOiDEu2dZjhRDqASeRms74sYyHlSSVCYtWbWDg0FE8O/ardK1ry7q8PLgvHZrXSTCZJEnlm41YSWVC41pVufH4junxC+Pm8uak+QkmkiRJksqvGOOcGOPZMcamMca8GOMeMcZfxBiXbmbbEGPc7FyTMcZlMcZqMcbqMcbluz65JKm0TZq7gn53f8DYWcvStRO77s5TF/Smca2qCSaTJKn8sxErqcz4Ucem9O/87VQ3v31xEotWbUgwkSRJkiRJUsX1+oT5nPT3EcxbsR6ArAC/+/E+3Hry/lTJyU44nSRJ5Z+NWEllynXHdWC32qlvWy5dk89vXphAjDHhVJIkSZIkSRVHcXHk9n9P4dInx7G+oBiAWlVyePCsHpx3UGtC2OxECZIkaTvZiJVUptSpnstfTt4/Pf7PZwu/83wSSZIkSZIk7bg1Gwq55Ilx3Pnfqenang1r8OKlfTl078YJJpMkqeKxESupzDmobSPOPGCP9Pj6Vz9lztK1CSaSJEmSJEkq/75atpYT7x3Bm5MXpGsHtW3IS5f0Za/GNRNMJklSxWQjVlKZdNUx+9C6YQ0AVm8o5Mpnx1Nc7BTFkiRJkiRJO+KjmUvpd/dwPl+wKl07u28rHj6rB3Wq5yaYTJKkistGrKQyqVpeNred0omskkeSjJ6xlIeGz0g2lCRJkiRJUjn09OjZDBw6kiVr8gHIzQ78+cSOXHPsfuRk+xGxJEm7Srn6LRtCaBBCOC+E8GIIYVoIYV0IYUUI4YMQwrkhhO3694QQdg8hPBRCmBdC2BBCmBlCuCOEUG9X/RskbbsuLetx6aF7pce3/OsLpny96nv2kCRJkiRJ0jcKi4q59pXJXPXCRAqKUjONNaiRx5Pn9+bUHi0TTidJUsVXrhqxwMnAUKAXMAq4A3ge6AA8ADwTQgjbcqAQQhtgLHA2MBr4KzAd+AXwYQihQcbTS9puPzusLR2a1wYgv7CYy//xCfmFxQmnkiRJkiRJKttWrC3g7GEfMWzEzHRtn6a1eeVnB9KjVf3kgkmSVImUt0bsFOA4YPcY46AY429ijOcA7YE5wInACdt4rHuAxsDPY4z9Y4xXxRgPI9WQ3Ru4MfPxJW2vvJwsbj+lM3k5qberyfNWctfbUxNOJUmSJEmSVHZNW7iafkM+4P2pi9O1YzrsxvMXH0DzutUSTCZJUuVSrhqxMca3Y4yvxhiLN6kvAP5eMjxka8cJIbQGjgRmAkM2WX0NsAY4PYRQY2czS9p57ZrU4tdH7Z0eD3lnGuNmL0swkSRJkiRJUtn0zhcLOX7IcGYuWZuuXXZEW4YM7Er1vJwEk0mSVPmUq0bsVhSULAu3YdvDSpZvbaapuwoYDlQHemcunqSdcU7fPem1Z2ranOIIVz4znnX5RQmnkiRJkiRJKhtijAx9bzrnDvuIVRtSH5FWy83mnkFdueyIdmRlbdMT3SRJUgZViEZsCCEHOKNk+OY27PLNrXVTtrD+m3lP223Ducdu7kVqumRJGZKVFbj15E7UyMsGYMbiNfzpn58lnEqSJEmSJCl56wuK+OWzE7jxjc8ojqlaszpVee7iA/hRx6bJhpMkqRKrEI1Y4E9AB+CNGOO/tmH7OiXLFVtY/0297s4Gk5Q5LepX55pj90uPH/lwFu9PXZRgIkmSJEmSpGQtXLWeAUNH8vy4r9K1bnvU4+XBB7Jfszrfs6ckSdrVyn0jNoTwc+BK4HPg9EwdtmQZt7ZhjLHb5l4leSRl2Mndd+eIfZqkx796dgIr1hZ8zx6SJEmSJEkV06S5K+h393A+nr08XTul++48eX4vGtWqkmAySZIE5bwRG0K4FPgb8ClwaIxx6Tbu+s0dr1v6SljtTbaTVEaEELj5hI7Ur5EHwIKV67nmlUkJp5IkSZIkSSpdr46fx0l/H8H8FesByArw+5/sy59P3J8qOdkJp5MkSVCOG7EhhMuAu4FJpJqwC7Zj9y9Kllt6BmzbkuWWniErKUGNalXhpuM7pscvfTKP1yfMTzCRJEmSJElS6Sgujtz21hf87KmPWV9QDECtqjk8fHZPzj1wT0IIWzmCJEkqLeWyERtC+D/gr8AnpJqwC7fzEO+ULI8MIXzn/yCEUAvoC6wDRu5sVkm7xtEdduOErs3T49+9NJGFK9cnmEiSJEmSJGnXWrOhkIufGMtdb09L11o3rMHLl/bl4HaNEkwmSZI2p9w1YkMIvwf+BIwFDo8xLv6ebXNDCO1DCG02rscYvwTeAloBl26y23VADeDRGOOaTGaXlFnXHrcfzepUBWDZ2gKuemEiMW710c6SJEmSJEnlzpylaznx3hH8a/LX6doP2jXixUv70rpRzQSTSZKkLclJOsD2CCGcCVwPFAHvAz/fzFQbM2OMw0p+bg58Bswi1XTd2CXACODOEMLhJdv1Ag4lNSXx1Zn/F0jKpNpVc7n15E4MfGAUAG9/vpB/fDSHn/ZsmXAySZIkSZKkzBk1fQkXPzGOpWvy07XzDtyTq45pT052ubvXRpKkSqNcNWKBPUuW2cBlW9jmXWDY1g4UY/wyhNCdVGP3aOBHwHzgTuC6GOPSnU4raZfrs1dDzu7bioeHzwTg+tc+pX3T2nRuUTfZYJIkSZIkSRnw1OjZ/P6lSRQWp2YBy8vO4o/Hd+CU7i0STiZJkramXH1dKsZ4bYwxbOV1yEbbzyyptdrC8ebEGM+OMTaNMebFGPeIMf7CJqxUvvzf0e1p06gGAGvzizj9wVFM/GpFwqkkSZIkSZJ2XGFRMde8PInfvDAx3YRtWDOPpy7oZRNWkqRyolw1YiVpc6rmZnPvad2oVz0XgFXrCzntwVFMnmczVpIkSWVLCCE36QySpLJv+dp8znx4NI98OCtd27dpbV4efCDd9qifYDJJkrQ9bMRKqhDaNanF4+f1ok611OdaK9YVcNoDo/h8wcqEk0mSJEnfMTeE8OcQwl5JB5EklU3TFq6i/5DhDJ+2JF37ccemPHfxATSvWy3BZJIkaXvZiJVUYezXrA6Pn9uLWlVTj79etraAQUNHMfXrVQknkyRJktKygF8BX4QQ/h1CODGEkJN0KElS2fDO5wvpP2QEM5esTdcuP6Iddw/sQvU8f11IklTe2IiVVKF03L0Oj53bi1pVUhcnS9bkM2DoKKYtXJ1wMkmSJAmAZsBpwPvA4cAzwJwQwo0hhD0TTSZJSkyMkfve/ZJzHvmI1RsKAaiWm829g7ryiyPaEkJIOKEkSdoRNmIlVTidW9Rl2Dk9qZGXDcDi1RsYOHQkMxavSTiZJEmSKrsYY36M8ckY4yFAe+AOIAf4DTA1hPBGCKFfCMHrdUmqJNYXFHHlM+O5+Z+fE2Oq1rxuNZ6/uA/HdGyabDhJkrRTvLCTVCF126Mew87pSfWSZuzCValm7OyNpvaRJEmSkhRjnBJjvBJozrd3yR4NvADMDiFcG0JolmRGSdKutXDlen56/0he+HhuutajVT1eHtyXfZvVTjCZJEnKBBuxkiqsHq3q89BZPaiam3qrm79iPQOGjmTOUpuxkiRJKjtijPnA68CLwDwgkJrC+A/AjBDCHSGEKglGlCTtAhO+Ws5xdw/nkznL07VTu7fgifN607Cmb/uSJFUENmIlVWi9WzfgwTN7UCUn9XY3d/k6Bgwdydzl6xJOJkmSJEEIoXcI4WFSDdi/AjWAO4HOwDnAF8DPSE1hLEmqIF4ZP4+T//4hC1auByArwDXH7sufTuxIXo4f2UqSVFH4W11Shdd3r4YMPaN7+kLmq2XrGDh0JAtWrE84mSRJkiqjEEKtEMIlIYTxwHDgTOAz4AKgWYzxshjjhBjjMKAL8DZwUmKBJUkZU1wc+cu/PufnT33MhsJiAGpXzeGRc3pydt89CSEknFCSJGWSjVhJlcIP2jXivtO6kZedetubtWQtA4aOZOFKm7GSJEkqPSGEB0jd/XoX0BZ4DOgdY+weY3wwxvidqVtijEXA/4D6pZ1VkpRZqzcUcuHjYxnyzpfpWutGNXjp0r4c1LZRgskkSdKuYiNWUqVxaPvG3DOoKzlZqW+Xzli8hgFDR7Jo1YaEk0mSJKkSOQdYAPwa2D3GeFaMcfRW9vkfcP2uDiZJ2nXmLF3LifeM4N+ffp2uHdyuES9d2pfWjWommEySJO1KNmIlVSpH7NuEuwd2IbukGfvlojUMemAkS1bbjJUkSVKpOCbG2DbGeFuMcem27BBjHB5jvG5XB5Mk7Rojpy/huLs/4IuvV6Vr5x+0Jw+d1YPaVXMTTCZJknY1G7GSKp2jOzTlbz/tTEkvlilfr2bQA6NYtiY/2WCSJEmq8GKM/0o6gySp9DwxahanPTCKZWsLAMjLzuLWkztx9Y/3TX9JXJIkVVw2YiVVSj/Zvxl/PfXbZuznC1Zx2oOjWFFyYSRJkiTtCiGEw0MID4UQmm1hfbOS9YeUcjRJUgYVFBXzh5cncfWLkygsjgA0rFmFpy7ozUnddk84nSRJKi02YiVVWv06N+fWkzsRSpqxk+et5PSHRrFinc1YSZIk7TI/A/rEGOdtbmVJ/YCS7SRJ5dCyNfmc+dBoHv1wVrrWoXltXhncl2571EswmSRJKm02YiVVaid03Z0/n7B/ejzhqxWc+dBoVq23GStJkqRdoiswYivbfAB0L4UskqQMm/r1KvrfM5wRXy5J1368f1OevbAPzepWSzCZJElKgo1YSZXeKT1acNPxHdPjT+Ys5+yHP2LNhsIEU0mSJKmCagxs9m7YjXxdsp0kqRz572dfc/w9I5i1ZG26duUP23H3gC5Uy8tOMJkkSUqKjVhJAgb2asn1/fZLj8fMWsbZwz5ibb7NWEmSJGXUCqDFVrZpAawphSySpAyIMXLv/77kvEfHsLrkS93V87L5+2nd+NnhbQnfPBNJkiRVOjZiJanEGQe04g8/2Tc9Hj1jKecOG8O6/KIEU0mSJKmCGQ30DyHstrmVIYRmQP+S7SRJZdz6giKueGY8f37zc2JM1ZrXrcbzF/fh6A6bfauXJEmViI1YSdrIOQfuydU/2ic9/nD6Ei54bAzrC2zGSpIkKSPuAmoB74cQjgshVAEIIVQJIfQD3gNqAncmmFGStA2+XrmeU+8fyYsfz03XeraqzyuD+7JP09oJJpMkSWWFjVhJ2sT5P2jNr4/eOz1+f+piLnxsLBsKbcZKkiRp58QY3wJuANoALwJrQgiLSE1F/ALQGrghxvhmciklSVszfs5yjrv7A8bPWZ6uDejZgsfP60WDmlUSTCZJksoSG7GStBmXHLIXV/ywXXr87pRFXPL4OPILixNMJUmSpIogxngNcDTwBrAUqFOyfB04KsZ4bXLpJElb8/Incznlvg/5euUGALKzAtceuy83Hd+RvBw/bpUkSd/KSTqAJJVVPz+8LYVFxdz59jQA/vv5QgY/OY4hg7qSm+2FlSRJknZcyZ2xbyWdQ5K07YqLI7e+9QX3/O/LdK1OtVyGDOzKgW0bJphMkiSVVXYSJOl7XP7DdlxySJv0+K1Pv+YXT39MYZF3xkqSJEmSVFmsWl/ABY+N+U4Ttk2jGrx0aV+bsJIkaYu8I1aSvkcIgV8dtTeFxZH735sOwBsTF5CdNZ6/ntKJHO+MlSRJkiSpQpu9ZC3nPfoRU75ena4duncj/jagC7Wr5iaYTJIklXU2YiVpK0II/OaY9hQUFfPw8JkAvDp+HjlZgVtP7kR2Vkg2oCRJksqVEEJT4HfAUUBzIG8zm8UYo9fskpSwEV8u5pInxrF8bUG6duHBrfn1Ue39PECSJG2VF3WStA1CCPzhJ/tSVBx59MNZALz48VyyswK3nLg/WV58SZIkaRuEEJoDo4EmwGSgCjAL2AC0JnWd/gmwIqmMkqSUx0bO4rpXJlNYHAHIy8niTyd05ISuuyecTJIklRel0ogNIbQHjgHWAk/HGL2glFTuhBC49tj9KCiKPDV6NgDPjf2KnKzATcd3tBkrSZKkbfEHYDfgqBjjf0IIxcDDMcbrQwi7A0OBVsDhCWaUpEqtoKiYa1+ZzBOjZqdrjWpV4f7Tu9GlZb0Ek0mSpPImow83DCH8IYQwP4RQf6PaEcDHwK3APcC4EEKDTJ5XkkpLVlbgxv4dOKX7t99+ffqjOfzhlUnEGBNMJkmSpHLiKODNGON/Nl0RY/wKOBmoBlxX2sEkSbB0TT6nPzjqO03Yjs3r8MrgvjZhJUnSdstoI5bUXa+fxxiXblS7GYjANcC9wJ7ALzJ8XkkqNVlZgT+dsD8ndG2erj0+cjbXvfqpzVhJkiRtzW6kpiT+RhGpxisAMcbVwL+BfqWcS5IqvS8WrKLfkA8YOf3bjzaP7dSMZy86gKZ1qn3PnpIkSZuX6amJWwEvfjMoefZNN+D2GOMfS2rtgf6kpmOSpHIpKyvwl5M6UVQcefmTeQAMGzGTnKzA1T/ehxCcpliSJEmbtRLI22i8DGi+yTYrgEallkiSxL8//ZrLnv6YNflF6dqvjtqbSw5p4zW+JEnaYZluxNYDNr4bti+pu2Ff26g2Frgww+eVpFKXnRW47eROFBZHXp8wH4AHPphBTnYW/3f03l6oSZIkaXNmAS02Go8HDgshVI8xrg0hZAFHAl8lkk6SKpkYI/f870tufesLvpnkqkZeNn89tTNH7rdbsuEkSVK5l+lG7CK++03eQ4ECYNRGtTwyPyWyJCUiJzuLO07tTFFR5M3JCwD4+7tfkpMVuPLIdjZjJUmStKn/AheEEHJjjAXAI8CjwIgQwr+BA4H9gJsSzChJlcL6giJ+/dwEXhk/L13bvV41HjizO+13q51gMkmSVFFkuhH7CXBcCKEDsB44Ffggxrhuo21aAfMzfF5JSkxudhZ3DujCJU+M4z+ffQ3A3e9MIyc7cNkR7RJOJ0mSpDLmQVLTETcE5scYHw8hdAN+Buxfss3TwI0J5ZOkSmHBivVc8NgYJny1Il3rtWd97j2tG/Vr5H3PnpIkSdsu03em3gLUITW10hclP9/2zcoQQlXgEGBMhs8rSYnKy8liyKAuHLr3t4/yuuM/UxnyzrQEU0mSJKmsiTFOjTH+OcY4f6Pa5UBT4ACgaYxxYIxxfWIhJamC+2TOco67+4PvNGEH9mrJY+f2sgkrSZIyKqON2Bjj+8BPgJeAF4GTYoz/3GiTPsDMknWSVKFUycnm3tO6cVDbhunaX/71Bfe9+2WCqSRJklSWhBDOCCEctWk9xrgoxjgqxvh1ErkkqbJ48eOvOOW+D1m4agMA2VmBG/rtx03HdyQvx6epSZKkzMr01MTEGN8E3tzCureBLpk+pySVFVVzsxl6RnfOfeQjhk9bAsDN//yc7KzAeQe1TjidJEmSyoCHgLuAfyUdRJIqk6LiyC3/+pz73p2ertWtnss9A7vSZ6+G37OnJEnSjiu1r3mFEOqFEGqU1vkkKSlVc7N54Iwe9Nqzfrr2x9c/45ERM5MLJUmSpLJiAaV4LS5JglXrCzj/0THfacK2bVyTly/taxNWkiTtUhm9+AshHB5CuCWEUG+jWuMQwrvAYmBpCOH2TJ5TksqiannZPHRWD3q0Sr8dcs0rk3l85KwEU0mSJKkMeBM4NIRgM1aSSsHMxWs4/p4RvP35wnTt8PaNeeGSPuzRwHtGJEnSrpXpC7+fASfEGJdtVLsVOAiYBiwBfhFCOCXD55WkMqdGlRwePrsnXVvWTdd+99Iknh49O8FUkiRJStjVQC3gwRCCt2FJ0i40Ytpi+g0ZzrSFq9O1iw5uw/1ndKdW1dwEk0mSpMoi08+I7QS8+80ghFANOAn4d4zxqBBCLWAicBHwTIbPLUllTs0qOQw7pyenPzia8XOWA/CbFyeSk53FSd12TzidJEmSEvAUsAI4A/hpCGEmqemK4ybbxRjj4aWcTZIqhBgjj42cxXWvfkpRcertNS8ni1tO3J/+XZonnE6SJFUmmW7ENgbmbTTuBVQFhgHEGFeFEF4Djs/weSWpzKpdNZdHz+nJoAdGMmnuSmKEXz03npys4AWgJElS5XPIRj9XAfYueW1q08asJGkb5BcWc+2rk3ly1LezUTWuVYX7z+hO5xZ1v2dPSZKkzMv01MQbgGobjQ8idfH43ka1lUD9DJ9Xksq0OtVyefzcXuzTtDYAMcIVz3zCq+PnbWVPSZIkVSQxxqxtfGUnnVWSypula/I5/cFR32nC7r97HV4ZfKBNWEmSlIhMN2JnAIdtND4RmBpjnLtRrQWwOMPnlaQyr271PJ44rxftd6sFQHGEy/7xCW9MnJ9wMkmSJEmSyrfPF6zkuLs/YNSMpelav87NeObCA9itTtUEk0mSpMos043YR4COIYRRIYT3gY7Ak5ts0xX4IsPnlaRyoX6NPB4/rxdtG9cEoKg48vOnPuatyQsSTiZJkiRJUvn01uQFnHjPCL5atg6AEODXR+/NHad2pmquEwxIkqTkZPoZsfcCvYFTgQC8Cvz5m5UhhJ7APsBTGT6vJJUbDWtW4Ynze/HT+0cyfdEaCosjlz45jr+f1o3D92mSdDxJkiTtQiGEH2zrtjHG97a+lSRVXjFGhrwzjVvfmpKu1cjL5m8/7cIR+3p9LUmSkpfRRmyMsQAYGEK4KDWMqzbZZDrQBZiZyfNKUnnTuFZVnjq/N6fe9yEzl6yloChy8ePjuP+Mbhyyd+Ok40mSJGnX+R8Qt3Fbb+OSpC1Yl1/Er5+fwKvj56VrLetX54Ezu9OuSa0Ek0mSJH0r03fEAhBjXLmF+mJ8PqwkAdCkdlWePL83p97/IXOWriO/qJgLHhvLQ2f24MC2DZOOJ0mSpF3jejbfiK0L9AD6kJpdalxphpKk8mT+inVc8OhYJs5dka71bl2fewd1o16NvASTSZIkfdcuacSGEKoDJ5C6+7UusILUReSLMcY1u+KcklQeNatbreTO2JHMXb6O/MJiznv0Ix46qwd92tiMlSRJqmhijNd+3/oQwlnAXcDVpZFHksqbcbOXceFjY1m0akO6dlrvllxz7H7kZmclmEySJOn/l/G/TkIIPwJmAY8AlwNnA5eVjGeGEH6S6XNKUnm2e73qPH1Bb5rVqQrA+oJizh02hlHTlyScTJIkSaUtxjgM+BC4KeEoklTmvDDuK356/8h0EzYnK3BD/w78sX9Hm7CSJKlMyuhfKCGErsALpO6CfQI4BzimZPlESf25EEK3TJ5Xksq7FvWr8+T5vWlSuwoA6wqKOHvYR4ydtTThZJIkSUrAeOAHSYeQpLKiqDhy8xufccUz48kvLAagbvVcHj23J6f33iPhdJIkSVuW6a+KXU3qWTcHxRjPiDEOizH+q2R5BnBgyfrfZvi8klTutWpYg6fO702jWqlm7Nr8Is586CM+nr0s4WSSJEkqZS3YRY8SkqTyZuX6As575CPue296utauSU1eufRAH+kjSZLKvEw3Yg8Cno0xjtzcyhjjKOC5ku0kSZto3agmT53fi4Y18wBYvaGQMx4azYSvliecTJIkSbtaCCE7hHAecBIwJuk8kpS0mYvXcMI9I3jni0Xp2hH7NOb5i/vQskH1BJNJkiRtm0w3YusAc7ayzWygdobPK0kVxl6Na/HEeb2pXyPVjF21vpDTHxzNpLkrEk4mSZKknRVCmL6F12xgLXAfUIAzSUmq5IZPW0y/IcOZtnB1unbJIW24//Tu1Kqam2AySZKkbZfpRuw8oOdWtukOzM/weSWpQtl7t1o8fm4v6lZPXVyuWFfAaQ+O4rP5KxNOJkmSpJ2UBYTNvAqAiaQasV1jjCMSSyhJCYoxMmz4DM54aDQr1hUAUCUni7/9tDO/Pro9WVkh4YSSJEnbLtON2DeAw0IIV4UQsjdeEULICiFcCRxRsp0k6Xvs26w2j5/bi9pVU48HW762gEEPjGLK16sSTiZJkqQdFWNsFWPcczOvNjHG7jHGS2KMn+3seUIIu4cQHgohzAshbAghzAwh3BFCqLcDx+oYQng0hDCn5FgLQwjvhhDO2NmckrSx/MJifvviRK599VOKiiMATWpX4ZkLD6Bf5+YJp5MkSdp+mW7E3gAsAG4EppVcqP05hPAIMBW4pWT9HzN8XkmqkDo0r8Nj5/aiVpVUM3bpmnwGDh31namZJEmSpI2FENoAY4GzgdHAX4HpwC+AD0MIDbbjWGcBHwP9gfeB24DnSHmssVMAACAASURBVN3F+6OMBpdUqS1ZvYHTHhjFU6O/fepZpxZ1eWXwgXRqUTfBZJIkSTsuJ5MHizEuCCH0JTWV0g+BPTbZ5N/ARTFGpyaWpG3UqUVdHjm3J2c8OJrVGwpZvHoDA4eO5B8XHsCeDWskHU+SJEnbIYRQDWgELIgx5m9mfRWgCbAwxrh+B09zD9AY+HmM8a6Njn07cDmpL09ftA1ZewMPAJOAo2OMCzZZ70MaJWXEZ/NXct4jY5i7fF261r9zM/504v5Uzc3+nj0lSZLKtkzfEUuMcWaM8SigBXAccHrJskWM8agY44xMn1OSKrquLesx7OweVM9LXYAuXLWBAfePZNaSNQknkyRJ0nb6A/AFUHML62sAnwO/3ZGDhxBaA0cCM4Ehm6y+BlgDnB5C2JZv9N0CZAOnbdqEBYgxFuxIRkna2JuTFnDivSPSTdgQ4Kpj2vPXUzvbhJUkSeVexhux34gxzo0xvhZjfKJkOXdXnUuSKoPurerz8Fk9qFZyIbpg5XoG3D+SOUvXJpxMkiRJ2+EY4D8xxqWbW1lS/w/wkx08/mEly7dijMWbHHsVMByoDvT+voOEEHYHDgLGAJNDCIeGEH4ZQrgyhHB4CGGXfZ4gqXKIMXLXf6dy0eNjWZtfBEDNKjk8cEZ3Ljq4DSGEhBNKkiTtvJ2amjiE8NAO7hpjjOfuzLklqTLq1boBD57ZnbOHfcSGwmLmrVjPgJJpipvXrZZ0PEmSJG1dK+C/W9lmCnDgDh5/742OsTlTSd0x224rOXpstP3bwCGbrJ8YQjghxjhta4FCCGO3sKr91vaVVDGtyy/il8+N5/UJ3z69rGX96jxwZnfaNamVYDJJkqTM2tlnxJ61g/tFwEasJO2APns15IEzu3PuI2PILyzmq2XrGHD/SP5xYW+a1rEZK0mSVMblAsVb2SYCVXfw+HVKliu2sP6bet2tHKdxyfIUYDFwAqnGbSNSUxyfDrweQui4uWfdStKWzFu+jgseG8OkuSvTtQNaN+CeQV2pVyMvwWSSJEmZt7ON2D0zkkKStF0OatuI+07vxoWPjiW/qJjZS9cycOgonr6gN01q7+hndpIkSSoF04GDt7LNIcCsXXT+b+b6jFvZLnuj5XkxxtdKxitDCGcC+wDdgROBp77vQDHGbpsNkrpTtuu2hJZUMYydtYwLHxvL4tUb0rUzDtiD3/9kX3KznfFckiRVPDv1F06McdaOvjL1D5CkyurQvRtzz6Cu5GanPkubsXgNA4eOZOGq9QknkyRJ0vd4BegWQvj15laGEK4i1Zx8aQeP/80dr3W2sL72JtttybKS5QbgjY1XxBgj8HLJsOf2BpRUOT039isG3D8y3YTNyQrceHwHru/XwSasJEmqsPwrR5LKsSP2bcLdA7uSk5Vqxn65aA2Dho76zreLJUmSVKbcCswBbg4hjAkh3BRCuLRkORa4EZgN3LKDx/+iZNluC+vbliy39AzZTY+zKsa4uamUv2nU+mwMSd+rqDhy4+uf8stnx5NflHo7qVc9l8fP68WgXnsknE6SJGnXshErSeXcUfvtxp0DupBd0oydunA1pz0wiqVrfFSXJElSWRNjXEZq6uGRpO58vQq4s2TZBfgQOLRkux3xTsnyyBDCd675Qwi1gL7AupLzf58JpJ4N2zCE0GQz6zuULGfuYE5JlcDK9QWcM+wjhr4/I13bu0ktXhl8IL1bN0gwmSRJUumwEStJFcCPOjblr6d2pqQXy+cLVnHaA6NYvtZmrCRJUlkTY5wZY+xL6hmrg4Hflyy7xxgPjDHO3Iljfwm8BbQCLt1k9XVADeDRGOOab4ohhPYhhPabHKcQuK9keMvGTd0QQkfgLKAQeG5Hs0qq2KYvWk3/IcN5d8qidO2H+zbh+Uv60KJ+9QSTSZIklZ6cpANIkjLjuE7NKCou5opnxhMjfDp/Jac/OJrHz+tFnWq5SceTJEnSJmKM44Bxu+DQlwAjgDtDCIcDnwG9gENJTUl89Sbbf1ayDJvUbwIOB84AOoYQ/gc0Ak4EqgJXxhin7YL8ksq596YsYvCT41i5vjBdG3zoXlzxw3ZkZW36ViNJklRxeUesJFUgx3fZnVtO3J9Qcl07ce4KznhoNCvXFyQbTJIkSQCEEKqFEFqGEPK2sL5KyfqqO3qOkrtiuwPDSDVgrwTakJoC+YAY45JtPM5aUo3Y64DqpO6wPY5Uk/dHMcbbdzSjpIopxshDH8zgrIdHp5uwVXKyuGtAF3551N42YSVJUqVjI1aSKpiTu7fg5uM7psfj5yznrIdGs3pD4ffsJUmSpFLyB+ALoOYW1tcAPgd+uzMniTHOiTGeHWNsGmPMizHuEWP8RYxx6Wa2DTHGzXZHYoxrY4zXxhjbxxirxBjrxBiPiDH+c2fySap4NhQWcdXzE7n+tU8pjqnabrWr8txFfTi2U7Nkw0mSJCXERqwkVUA/7dmSG/p3SI/HzV7OOQ9/xNp8m7GSJEkJOwb4z+YaogAl9f8APynVVJK0Exav3sCgoaP4x5g56VrnFnV5ZXBfOu5eJ8FkkiRJybIRK0kV1Om99+DaY/dNj0fPXMo5wz5iXX5RgqkkSZIqvVakntP6faaUbCdJZd7keSvod/dwxsxalq6d0LU5T1/Qm8a1d3iWdUmSpArBRqwkVWBn9d2T3/14n/R45PSlnP/oGNYX2IyVJElKSC5QvJVtImD3QlKZ98+J8znp3g+Zu3wdACHAb3/UnttO7kTV3OyE00mSJCXPRqwkVXDnHdSaq45pnx5/MG0xFz421masJElSMqYDB29lm0OAWbs+iiTtmOLiyB3/mcLFT4xjXcm1Za0qOTx0Zg8u+EEbQtjsY6clSZIqHRuxklQJXHRwG355ZLv0+N0pi7jkiXFsKLQZK0mSVMpeAbqFEH69uZUhhKuArsBLpZpKkrbR2vxCBj81jjv+MzVda9WgOi9e2odD2zdOMJkkSVLZk5N0AElS6Rh8WFsKiiJ/+2/qYvntzxcy+MmPuWdQV3Kz/V6OJElSKbkVGATcHEI4BXgLmAs0B44COgOzgVsSSyhJWzB3+TrOf2QMn85fma4duFdD7h7YhbrV8xJMJkmSVDbZiJWkSuSyI9pSWFzMkHe+BODfn37Nz5/6mDsHdLEZK0mSVApijMtCCIcATwAHkLr7NQLfzOM5AjgtxrgsmYSStHljZi7losfHsnh1frp2Vp9W/O7H+5Dj9aQkSdJm2YiVpEokhMAvj9ybwuLIfe9OB+CfkxZw+T8+4Y5TO3vxLEmSVApijDOBviGErkBvoC6wHBgZYxyXZDZJ2pxnxszh6hcnUlAUAcjNDlzfrwMDerZMOJkkSVLZZiNWkiqZEAJXHd2ewqLIgx/MAOC1CfPJyQrcdkpnsrPCVo4gSZKkTChputp4lVRmFRYVc/M/P09fOwLUr5HH30/rRs896yeYTJIkqXywEStJlVAIgd/9eB+KiiPDRswE4KVP5pGdlcVfTtqfLJuxkiRJu1QIoSlwOKlnw1bZzCYxxnhD6aaSpG+tWFfAz576mPemLErX2u9Wi6FndKdF/eoJJpMkSSo/bMRKUiUVQuCaY/eloKiYJ0bNBuD5cV+RkxW4+YSONmMlSZJ2kRDCdcBVfPeaPJB6VuzGP9uIlZSILxet5vxHxjB98Zp07aj9mnD7KZ2pUcWPEyVJkraVDwOUpEoshMAN/Trw0x4t0rV/jJnD71+eRIzxe/aUJEnSjgghDAJ+D7wPnESq6foIMBAYChQDTwOHJZVRUuX27pRF9B8y/DtN2J8fthf3DupmE1aSJGk7+deTJFVyWVmBm47vSGFx5LmxXwHwxKjZ5GQFrj1uP0LwzlhJkqQMuhj4Cjg6xlhY8rfWzBjj08DTIYQXgdeBpxLMKKkSijHy4AczuOmNzygu+V5u1dwsbv1/7N15nNV1of/x1/ec2ViHfQfZGUDZBzBLs8wsl7qWGwIyCFrZcs3bbS/td7t5q2tl6Q1BVsWtzS2zNMtKgQERFRlAkE2QfWfWc76/P85wRBh0WGa+s7yej8c8Dp/v+cyXt3/gnDnv8/l8rhjKJUO6RBtOkiSpnrKIlSQRiwX8z2eGkEiG/H7pWwDMeXE9GfEY37l4oGWsJEnS6XMW8EAYhhVHXIsf/kMYhk8HQfA08DXg8doOJ6lxKq1I8J3fv8YjlR/OBeicm8P0iaM4s2tuhMkkSZLqN4tYSRIA8VjATz47hIpkyOPLNgNw7z/fJCMW8I1P5FnGSpIknR6ZwM4jxsXA0S3Ha8Dnai2RpEZt+/5SPnffEpas352+NqJHK349YSQdWuREmEySJKn+s4iVJKVlxGP87MqhVCSSPPXa2wBMe34tGfGA/7hwgGWsJEnSqdsCdD5ivAEYctScrkAFklTDXntrLzfMXczmvSXpa58Z0Y3/vvxMsjPi7/GdkiRJqo5Y1AFOVBAEnw2C4JdBEPwjCIJ9QRCEQRDcdxL3WVf5vVV9vV0T2SWpPsiIx7jzmuF8bFDH9LW7nlvDz59ZHWEqSZKkBmMpqe2JD/sr8KEgCCYEQdAsCIKLgc9UzpOkGvPHV7dwxa9fTJewsQC+c/FAfnrFEEtYSZKk06Q+roj9DjAUOABsAvJO4V57gZ9Xcf3AKdxTkuq9zHiMu8aN4PP3LeHZom0A/OLZ1WTGA774kX4Rp5MkSarXngDuDoKgVxiGbwK3A1cBsyu/AMpJ/e4rSaddMhnyi2dX84tn3/mwbYvsDO4cN5zzB3SIMJkkSVLDUx+L2JtJFbBvAOcBz53CvfaEYXjr6QglSQ1NVkaMu8eP4Ia5S/j7qu0A/PTPq8iIx/jceX0iTidJklQ/hWE4m3cKV8Iw3BgEQT5wC9AHWAfcHYbhq1Hkk9SwHSqr4JaHl6WPogHo1a4Z0yeOom+H5hEmkyRJapjqXREbhmG6ePWsQkmqWdkZcaZNGMmUOYv55xs7ALj9qSIyYgFTPtQ74nSSJEkNQ+XK2C9GnUNSw7Z5TzHXz1nMii370tc+1K8dv7pmBLlNMyNMJkmS1HDVuyL2NMsOgmA80AM4CLwCPB+GYaK6NwiCYMlxnjqVLZMlqc7IyYwzfeIoJs8u5MW1OwH4rydXEI8FFJzTK+J0kiRJkqT3s+dQGePvXcja7QfT1wrO6cm3PzmQjHgswmSSJEkNW2MvYjsB84669mYQBAVhGP49ikCSVBc1yYpz76RRTJpZyKJ1uwC47fHXyYjHmDD2jIjTSZIkSZKOp7QiwQ3zlqRL2Mx4wH99+kyuyu8RcTJJkqSGrzF/5G0W8FFSZWwz4CxgGtATeCoIgqHVuUkYhiOr+gKKaii3JEWiaVYGMwvyGXlG6/S17/7hNR5YtCHCVJIkSZKk40kmQ/7zN6+w6M1d6Ws/v2q4JawkSVItabRFbBiGt4Vh+NcwDLeGYXgoDMPXwjD8HHAH0AS4NdqEklT3NM/OYHZBPsO6t0pf+9bvX+WRxRsjTCVJkiRJqsodf1nFoy9vTo+/+Yk8Lh7SOcJEkiRJjUujLWLfw68rH8+NNIUk1VEtcjKZM3k0Q7rlAhCG8J+/fYXfL90UcTJJkiRJ0mEPFW7gV8+9kR5fO6YHN5zbO8JEkiRJjY9F7LG2VT42izSFJNVhuU0ymTt5NIM6twRSZewtDy/j0ZffijiZJEmSJOn5Vdv51u9fS4/PH9Ce2y4bTBAEEaaSJElqfCxij3V25ePaSFNIUh3XqmkW908ZQ16nFgAkQ/jqw8t48pUtESeTJEmSpMar6O19fOH+l0gkQwAGd2nJr8aNICPu24CSJEm1rUG/AguCIDMIgrwgCPocdX1wEARtqph/BvCryuF9tZFRkuqz1s1SZWz/js0BSCRDvvLgUp5e/nbEySRJkiSp8dm6r4SCWYUcKK0AoHNuDjMn5dMsOyPiZJIkSY1TvStigyD4dBAEs4MgmA18o/Ly2YevBUHw0yOmdwVWAM8edZsrgM1BEDwVBMHdQRD8TxAEvwGKgL7AH4GfIkl6X22bZ3P/lLH0aZ/a0b0iGfLF+S/x7IqtESeTJEmSpMbjQGkFBbMK2bK3BIDm2RnMKsinY8uciJNJkiQ1XvWuiAWGAddVfn288lrvI659thr3eA74PdALGAd8FTgP+GflPS4Jw7Ds9MaWpIarfYtsHpg6ll7tUmVseSLk8/e9xHMrt73Pd0qSJEmSTlVFIskX57/E61v2AZARC/i/8SPI69Qy4mSSJEmNW70rYsMwvDUMw+A9vnoeMXfd0dcqr/89DMNrwjDMC8OwVRiGmWEYtg/D8GNhGM4NwzCs7f8uSarvOrTMYf7UMfRo0xSAskSSG+ct4flV2yNOJkmSJEkNVxiGfP+x5fxt5Tu/e/33v53Fh/q1jzCVJEmSoB4WsZKkuqtzbhMeuGEs3Vo3AaCsIsnUuYt54Y0dESeTJEmSpIbpnufXcv/CDenxlz7Slyvzu0eYSJIkSYdZxEqSTquurZrwwNSxdG2VKmNLK5JcP2cxC9fujDiZJEmSJDUsT76yhR89VZQef2pYF776sf4RJpIkSdKRLGIlSadd9zZNmT91DJ1a5gBQXJ6gYHYhi9ftijiZJEmSJDUMS9bv4uaHX06PR/dqw48/O4QgCCJMJUmSpCNZxEqSasQZbZvxwA1j6dAiG4BDZQkmzSrkpQ27I04mSZIkSfXbuh0HmTJnMWUVSQB6t2/GPRNGkp0RjziZJEmSjmQRK0mqMb3aNWP+1LG0a54qYw+UVnDdvYtYtnFPxMkkSZIkqX7adbCMSbMWsftQOQBtm2Uxe9JoWjXNijiZJEmSjmYRK0mqUX07NGf+1DG0bZZ6U2B/aQUT7l3Ia2/tjTiZJEmSJNUvJeUJps5dzLqdhwDIzogx47pR9GjbNOJkkiRJqopFrCSpxvXv2IL7poyhddNMAPaVVDD+3oW8vnlfxMkkSZIkqX5IJkNueWQZS9anjnsJAvjF1cMZ3qN1xMkkSZJ0PBaxkqRaMbBzS+6bMobcJqkyds+hcsbfu5CVb++POJkkSZIk1X0/fnolT76yJT3+zsWDuOjMThEmkiRJ0vuxiJUk1ZrBXXK57/oxtMjJAFJnG107YwFvbLOMlSRJkqTjuX/hen799zXp8aQP9GTyOT2jCyRJkqRqsYiVJNWqs7rlMnfyaJpnp8rYHQfKuGb6QtZsPxBxMkmSJEmqe55buY3vPbo8Pb5gYAe+e8kggiCIMJUkSZKqwyJWklTrhvdozZzJ+TTLigOwfX8p46YvYN2OgxEnkyRJkqS6Y/nmvXzx/pdIJEMAzuqay53XDCces4SVJEmqDyxiJUmRGHlGG2YVjKZJZqqM3bovVcZu3HUo4mSSJEmSFL3Ne4qZPLuQg2UJALq2asK9k0bRNCsj4mSSJEmqLotYSVJkRvdqw8xJ+eRkpn4cbd5bwtX3LGDTbstYSZIkSY3X/pJyJs8uZOu+UgBa5GQwqyCfDi1yIk4mSZKkE2ERK0mK1Nl92jJjYj7ZGakfSW/tKWbc9IVs2VsccTJJkiRJqn3liSRfuP8lit7eD0BmPGDa+JH079gi4mSSJEk6URaxkqTIfbBfO+6ZOIqseOrH0oZdh7jmngVs3VcScTJJkiRJqj1hGPLdP7zGP1bvSF+7/fIhfKBvuwhTSZIk6WRZxEqS6oTz+rfn1xNGkBkPAFi3M1XGbttvGStJkiSpcbj7b2t4sHBjevzvF/TjMyO7RZhIkiRJp8IiVpJUZ3wkryN3jRtBRixVxq7dcZBx0xey40BpxMkkSZIkqWY9+vJb/OTplenx5SO68pWP9oswkSRJkk6VRawkqU65cHAnfnnNcOKVZewb2w4wfsZCdh0siziZJEmSJNWMhWt38rVHXkmPz+7dltsvH0IQBBGmkiRJ0qmyiJUk1TmfOKszP79qGJVdLEVv72f8jIXsOWQZK0mSJKlhWbP9ADfMW0JZIglAvw7N+fWEkWRl+LadJElSfecrOklSnXTp0C7cceUwDn8A/PUt+xh/70L2HiqPNpgkSZIknSY7DpRSMKuQvcWp33PaNc9m5qR8cptkRpxMkiRJp4NFrCSpzvr08K785LND02Xsa2/tY+LMhewrsYyVJEmSVL+VlCeYMmcxG3YdAqBJZpyZk0bRvU3TiJNJkiTpdLGIlSTVaZ8d2Y3bLz8rPV62aS+TZi7iQGlFhKkkSZIk6eQlkyH//uDLvLxxDwCxAH55zXCGdGsVcTJJkiSdThaxkqQ676r8Hvzw385Mj1/asIeCWYs4aBkrSZIkqR760VMr+NPyt9Pj7186mAsGdYwwkSRJkmqCRawkqV64dswZ/OBTg9PjwnW7uX5OIcVliQhTSZIkSdKJmfviOqb/4830+PoP9uK6D/SMLI8kSZJqjkWsJKnemHh2T757yaD0eMHaXUyZW0hJuWWsJEmSpLrvmde3cutjy9Pjjw/uyLc+OTDCRJIkSapJFrGSpHrl+g/24pufyEuP//XGTqbOXWwZK0mSJKlOe3XTXr70wFKSYWo8rHsrfn7VcOKxINpgkiRJqjEWsZKkeufG8/rwtY8PSI//sXoHn79vCaUVlrGSJEmS6p5Nuw8xeU4hxZUfIO3epgkzrhtFk6x4xMkkSZJUkyxiJUn10k3n9+XmC/qnx8+t3M5N9y+lrCIZYSpJkiRJere9xeVMnl3I9v2lAOQ2yWTWpNG0a54dcTJJkiTVNItYSVK99ZUL+vGlj/RNj59ZsZUvP7CU8oRlrCRJkqTolVUk+fx9S1i19QAAWfEY90wYSd8OzSNOJkmSpNpgEStJqte++rH+fO68Punxn5a/zb8/9DIVlrGSJEmSIhSGId/83au8sGZn+tpPrhjCmN5tI0wlSZKk2mQRK0mq14Ig4OsXDWDKB3ulrz35yhZueWQZiWQYYTJJkiRJjdmdz77Bb1/alB7/x4X9+dSwrhEmkiRJUm2ziJUk1XtBEPDtiwcy6QM909cefXkzX/uNZawkSZKk2vfbJZv42TOr0uOrRnXnpvP7vsd3SJIkqSGyiJUkNQhBEPD9SwcxYewZ6Wu/e+ktvvm7V0haxkqSJEmqJS+s2cE3fvdKevyhfu34r387kyAIIkwlSZKkKFjESpIajCAIuO2ywVwzunv62sOLN/GdR18jDC1jJUmSJNWs1Vv3c+O8JZQnUr9/5HVqwV3XjiAz7ltwkiRJjZGvAiVJDUosFvDDT5/FFSO7pa/NX7iB7z+23DJWkiRJUo3Ztr+ESbMK2V9SAUCHFtnMnJRPy5zMiJNJkiQpKhaxkqQGJxYLuP0zQ7h8eNf0tbkvrucHT7xuGStJkiTptDtUVsGUOYt5a08xAE2z4syclE+XVk0iTiZJkqQoWcRKkhqkeCzgJ1cM5bKhXdLXZv1rHT96qsgyVpIkSdJpk0iGfPmBl3ll014AYgHcNW4EZ3bNjTiZJEmSomYRK0lqsOKxgDuuHMrFZ3VOX7vn+bX85OmVlrGSJEmSTov/98TrPLNia3r8g0+dyfl5HSJMJEmSpLrCIlaS1KBlxGP8/OphfHxwx/S1u/+2hp89szrCVJIkSZIagpn/fJPZL6xLj288tzfjx54RXSBJkiTVKRaxkqQGLzMe45fXjOCCge98Kv3OZ1dz57OWsZIkSZJOztPL3+b/Pfl6enzxWZ35+kV5ESaSJElSXWMRK0lqFLIyYtx17Qg+PKB9+todf1nF3X97I8JUkiRJkuqjlzfu4SsPLuXwiScjz2jN/145lFgsiDaYJEmS6pSMqANIklRbsjPi/Hr8SKbOXcw/Vu8A4Md/WklmLMbUc3tHnE6SJElSfbBx1yGmzCmkpDwJQM+2TZk+cRQ5mfGIk0mSJNVhiXIo2QvFe6BkT+qxePc7fy7ZAz3GwsBLo056WlnESpIalZzMONMnjmLy7EJeWLMTgB/+cQXxWMDkD/aKOJ0kSZKkumzvoXImzVrEjgNlALRumsmsgtG0aZYVcTJJkqRaUFWZWnJUoXrMc5WPZQfe//4VpRaxkiTVdzmZcWZcN4pJswpZ9OYuAH7wxOtkxgMmnN0z2nCSJEmS6qTSigQ3zFvMmu0HgdTxJ9MnjqJXu2YRJ5MkSToBiYqqi9KjV6dWVapWp0w9FSV7avb+EbCIlSQ1Sk2zMpg1KZ/rZi5i8frdAHz30eXEYzHGjekRcTpJkiRJdUkYhnz9N6+wsPKDnAD/e8VQRvVsE2EqSZLUaCUqKlemHl2eVlGmvmsF6+6aL1OPK4CcXGjSCnJaVf3Y8ayIstUci1hJUqPVLDuDWQX5TJy5iKUbUp+2+tbvXyUjFnBlfveI00mSJJ28IAi6AT8ALgLaAluAPwC3hWG4u5r3+Btw3ntMaRKGYckpRpXqhZ/9ZRV/eHlzevyNT+Rx6dAuESaSJEn13uEyNV2Y7q763NRjytQ9ULY/otDVKFMPPzZp/e5r2S0hFosod3QsYiVJjVqLnEzmTB7NhBkLWbZpLwBf/90rxGMBnxnZLeJ0kiRJJy4Igj7AC0AH4FGgCBgNfAW4KAiCc8Iw3HkCt7ztONcrTimoVE88vHgjd/71jfR43Jge3Hhu7wgTSZKkOuN4ZWp6a9/d9btMfddj60Zbpp4Ki1hJUqPXMieTuZPHcO29C3jtrX2EIXztN8vIiAd8aljXqONJkiSdqLtJlbBfDsPwl4cvBkFwB3Az8EPgc9W9WRiGt57ugFJ98c/VO/jW715Nj8/r354fXDaYIAgiTCVJkk6r9ytT3+vc1EjL1JbHX336Xo/ZuZaptcgiVpIkILdpJvMmj2HcjIWs2LKPZAg3P/QyGbEYFw/pHHU8SZKkagmCoDdwIbAOuOuop78P3ABMCILgljAMD9ZyPKleKXp7H5+/bwkVyRCAgZ1bcte1I8iI+8alJEl1TjLxzpmp1SlTS/ZAcWX5WrovotBHlaknUqpaptYbFrGSJFVq4Kr1VgAAIABJREFU3SyL+64fzTXTF7Bq6wGSIXz5waXEYwEXndkp6niSJEnV8ZHKxz+HYZg88okwDPcHQfAvUkXtWODZ6twwCIKrgF5AGbAC+GsYhqWnL7JU92zdV8LkWYXsL03twN2pZQ6zJuXTPNu30iRJqjFHlqnvKkzfq1Sto2Xq0Vv6WqY2Wr56lCTpCG2bZ3P/lLFcfc+LrNl+kEQy5IvzX+L/xo/kY4M6Rh1PkiTp/QyofFx1nOdXkypi+1PNIhZ48KjxtiAIbgrD8DfV+eYgCJYc56m8av79Uq06WFrB5NmFbN5bAkDz7AxmFeTTKTcn4mSSJNUDxy1Tj3duan0pU49Tqma3hFg8otyqDyxiJUk6SvsW2TwwdSxX37OAtTsOUpEM+cL9S7hnwijOz+sQdTxJkqT3klv5uPc4zx++3qoa93oU+CmwFNgJnAFcB9wCPBQEwSVhGD51ClmlOqcikeRLDyxl+ebUG8HxWMDd145gYOeWESeTJKkWVadMPWbFatRlKpCTW/1zUo/cBtgyVTXIIlaSpCp0aJnD/KljueqeF1m/8xDliZAb71vCjImjOLd/+6jjSZIknayg8jF8v4lhGP7sqEsrgW8FQbAZ+CXw38D7FrFhGI6sMkhqpeyI9/t+qbaEYcitjy/nr0Xb0td++Okzff0vSaqfDpep77u1bxVb/ZYe7zN9tSA7F5rkvveWvlU95uRapqpOsoiVJOk4OuXm8EBlGbtxVzFlFUmmzl3MzEn5nNO3XdTxJEmSqnL4XbPc4zzf8qh5J2MG8DNgWBAELcIw3H8K95LqjBn/eJP7FmxIj286vw9Xj+4RYSJJkiqVHYSdb8ChndU/N7XOlKlHrT61TFUjYxErSdJ76NKqCfOnpLYpfmtPMaUVSa6fU8jsgtGM7d026niSJElHW1n52P84z/erfDzeGbLvKwzDkiAI9gOtgWaARazqvT++uoUf/nFFenzZ0C7c8rEB7/EdkiTVgIqyVOG67XXYtqLy63XYvY5qbGhyeh2vTH2v81ItU6VjWMRKkvQ+urdpml4Zu2VvCSXlSSbPLmTO5NHk92wTdTxJkqQjPVf5eGEQBLEwDJOHnwiCoAVwDlAMLDjZvyAIggGkStj9wI5TyCrVCUvW7+LfH3o5PR7dsw0/uWIIsVjwHt8lSdIpSCZS5eqRZeu2FbBzNSQrTt/fU60ytYpS1TJVOm0sYiVJqoYebZsyf+pYrr7nRbbuK+VQWYJJMxcx9/oxjDyjddTxJEmSAAjDcE0QBH8GLgRuInWW62G3kVrBOi0Mw4OHLwZBkFf5vUVHXOsNlIZh+NaR9w+CoB0wq3L4YBiGp/GdQqn2rdtxkKlzl1BWkfrMQu92zZg2YSTZGb75LEk6DcIQ9m1+d9m67XXYvhIqiqt/nyAObXpDy87VL1UtU6U6wSJWkqRq6tWuWWUZu4Dt+0s5WFnGzpsyhmHdW0UdT5Ik6bAvAC8AdwZB8FFgBTAGOJ/UlsTfPmr+4f1Yj1z+dy4wIwiCvwNrgF1AD+CTpM6fXQz8Z039B0i1YffBMgpmF7LrYBkAbZtlMasgn9bNsiJOJkmqlw7uhO0rYOvr795a+ETPam3VAzoMgg4D33ls2w8yc2omt6QaZRErSdIJ6NO+OfOnjOHqexaw82AZ+0srmHjvQuZPHcuZXXOjjidJknR4Vewo4AfARaTK0y3AncBtYRjuqsZtlgD3ASOBYUBLUlsRvwo8TGpVbVkNxJdqRUl5ghvmLebNHanF4dkZMaZfN4oz2jaLOJkkqc4r3Z9a0XrkCtdtK+DA1hO7T/OO7y5bOwyC9gMgu0XN5JYUCYtYSZJOUL+OLdLbFO8+VM6+kgqunbGQB6aOZVCXllHHkyRJIgzDjUBBNececxBmGIavApNOcyypTkgmQ772m1coXLcbgCCAn181jBE9PHJEknSEilLYserYbYX3bDix+2TnQsejVri2HwjN2tZMbkl1ikWsJEknYUCnFtw3ZQzjpi9kb3E5e4vLuXbGAh64YSx5nSxjJUmSpLrqp39eyePLNqfH3/7kQD5xVucIE0mSIpWogN1vHrvCdecaCBPVv09Gk9SK1g6D3l28tuic+tSPpEbJIlaSpJM0uEsu908Zw7jpC9hXUsHuQ+VcO30hD94wln4d3UZGkiRJqmvmL9zA3X9bkx5PPPsMrv9grwgTSZJqTRjC3k2VZevyd0rX7asgUVr9+8QyUme2vmtb4YHQuifE4jUWX1L9ZBErSdIpOLNrLvOuH8P4GQvZX1rBzoNlXDN9IQ/dOJY+7ZtHHU+SJElSpb+t3MZ3H30tPf5oXge+d8kgAlcpSVLDc2D7sStct62Asv0ncJMgVa4eWbZ2GARt+0JGVk0ll9TAWMRKknSKhnZvxezJo5l470IOliXYcaCUcdMX8NANZ9OzXbOo40mSJEmN3uub93HT/S+RSIYAnNm1JXdeM5yMeCziZJKkU1KyF7YVHVu6HtpxYvdp0eXdZWuHgalthrN8X0fSqbGIlSTpNBh5RmtmTx7NdTMXcagswdZ9pVxTWcb2aNs06niSJElSo7VlbzGTZxdysCx1zl/XVk2YeV0+zbJ9W0yS6o3yYti+8tgVrvs2ndh9mrSGDoOPKl3zUtclqQb4ilOSpNMkv2cbZk7KZ9KsRZSUJ9myt4Rrpi/gwRvG0r2NZawkSZJU2/aXlFMwq5C395UA0CI7g1kF+XRomRNxMklSlRLlsHPNsStcd78JYbL698lslipY33WO62Bo3gHckl5SLbKIlSTpNBrbuy33XpfP5NmFlFYkeWtPMeNmpFbGdmnVJOp4kiRJUqNRnkhy0/ylFL2dOg8wIxbw6wkj6d+xRcTJJEkkk7B3wztl69bKwnXHKkiWV/8+sczUFsJHbyuc2wNibj8vKXoWsZIknWbn9G3H9ImjmDJ3MWUVSTbuKk5vU9wp10/eS5IkSTUtDEO+9+hrPL9qe/rajy4/i3P6toswlSQ1QmEIB7Yeu8J1WxGUH6z+fYIYtOl91ArXQalr8cyayy9Jp8giVpKkGnBu//ZMGz+SG+ctoSyRZP3OQ4yr3KbYbdAkSZKkmvV/f1/DA4s2psdf/mg/rhjVPcJEktQIFO8+9gzXba+nrp+I3O7HrnBt1x8y3WlMUv1jEStJUg05P68Dd187gs/dt4SKZMjaHQcZN2MhD0wdS/sW2VHHkyRJkhqkx5Zt5sd/WpkeXz68Kzdf0C/CRJLUwJQdhO1F7y5bt62A/VtO7D5N21YWrUescO2QBzm5NZNbkiJgEStJUg26YFBHfjVuODfNX0oiGfLGtgOMn7GQ+VPH0La5ZawkSZJ0OhWu28V/PLwsPR7buw23f2YIQRBEmEqS6qmKMtj5xlHbCr8Ou9cDYfXvk9Xi2BWuHQZB8/Y1Fl2S6gqLWEmSathFZ3bmzqvhyw+mytiVW/dzbeXK2NbNsqKOJ0mSJDUIa7cfYOrcxZQlkgD07dCcaeNHkZURiziZJNVxyQTsXnfsCtedqyFZUf37xLOh/YCjVrgOhNxu4AdiJDVSFrGSJNWCi4d0piKZ5OaHXiYZQtHb+xl/70LmTxlLbtPMqONJkiRJ9drOA6UUzC5kz6FyANo1z2LWpHxfa0vSkcIQ9m0+6hzX12H7Sqgorv59gji07XvsCtfWPSFu5SBJR/L/ipIk1ZJPDetKIhlyyyPLCENYvnkfE2cuZN6UMbTM8Q0iSZIk6WSUlCeYMncx63ceAiAnM8a91+XTvU3TiJNJUoQO7jxqS+HK1a6le0/sPq16HLXCdRC06wcZHrckSdVhEStJUi26fEQ3KhIh//nbVwBYtmkv181cxNzJo2lhGStJkiSdkGQy5OaHXmbphj1AaufLO68eztDurSJOJkm1pHR/akXr4bJ16/LU48FtJ3af5h2PXeHafgBkt6iZ3JLUSFjESpJUy67M705FMuRbv38VgKUb9lAwq5A5k0fTLNsfzZIkSVJ13f6nIp567e30+HuXDOLCwZ0iTCRJNaSiFHasOnZb4T0bTuw+2bnQ8agzXNsPhGZtaya3JDVyvtsrSVIExo3pQSKZ5LuPLgdg8frdFMwuZHZBPk2z/PEsSZIkvZ95L67jnufXpscF5/Sk4Jxe0QWSpNMhUQG73zx2W+GdayBMVP8+GU2gQ94RK1wri9cWnVPbB0iSaoXv9EqSFJEJZ/ekIhly2+OvA7DozV1MmbOYe6/Lp0lWPOJ0kiRJUt3116KtfP+x5enxhYM68p2LB0WYSJJOUBjC3o3HrnDdvgoSpdW/TywD2vZ79wrXjoOg1RkQ870FSYqaRawkSREqOKcXFYmQH/5xBQAvrNnJDfMWM33iKHIy/YVJkiRJOtprb+3li/OXkgxT46HdcvnF1cOJx1zhJamOOrD9qBWur8O2IijbfwI3CaB1z2NXuLbtCxlZNZVcknSKLGIlSYrY1HN7U55M8uM/rQTgH6t38Ln7ljBtwkiyMyxjJUmSpMPe2lPM5NmFHCpLbc/ZrXUTZrijjKS6omRvqmA9elvhQztO7D4tury7bO0wENoPgKxmNZNbklRjLGIlSaoDvvDhvlQkQu74yyoA/rZyOzfd/xJ3XzuSrIxYxOkkSZKk6O0rKWfyrEK27U9t2dkyJ4PZBfm0b5EdcTJJjU55MWxfedS2witg36YTu0+T1tBh8FGla17quiSpQbCIlSSpjvjyR/tRkQy589nVADyzYhtfeuAlfjVuBJlxy1hJkiQ1XmUVST5/3xJWbk1t45kZD5g2YRR9O7SIOJmkBi1RDjvXHLvCdfebECarf5/MZseucO0wCJp3gMBt1SWpIbOIlSSpDrn5gn5UJJLc/bc1ADy9fCv//uDL/OLqYWRYxkqSJKkRCsOQb//+Vf71xs70tR9/dghn92kbYSpJDUoyCXvWH7vCdccqSJZX/z7xLGjX/9jSNbcHxPydXpIaI4tYSZLqkCAI+NrHB1CRDLnn+bUAPPnqFuKxgJ9dNYx4zE/KSpIkqXH51V/f4JEl72z3ecvH+vNvw7tFmEhSvRWGcGDrsStctxVB+cHq3yeIQZvex65wbdMb4pk1l1+SVO9YxEqSVMcEQcA3P5FHeSLJrH+tA+CxZZvJiAX85IqhlrGSJElqNH6/dBP/+5dV6fEVI7vxxY/0jTCRpHrj0C7YXvTuFa7bXofi3Sd2n9zux65wbdcfMpvUTG5JUoNS74rYIAg+C5wHDAOGAi2A+8MwHH8S9+oG/AC4CGgLbAH+ANwWhuEJ/kSWJOn0CYKA710yiEQyZO6L6wH43dK3yIgH3H75EGKWsZIkSWrgFqzdyX/+5pX0+IN92/Hfl59F4HmKko5WegDWPAsbF71TvO7fcmL3aNoOOg569wrX9gMgJ7dmMkuSGoV6V8QC3yFVwB4ANgF5J3OTIAj6AC8AHYBHgSJgNPAV4KIgCM4Jw3Dne9xCkqQaFQQBt146mIpkyPyFGwB4ePEmmmTGufWywb4BJUmSpAbrjW37uWHuYsoTIQD9Ozbn7vEjyIx7xqKkSod2wao/wYrHYc1foaKket+X1eLYFa4dBkHz9jWbV5LUKNXHIvZmUgXsG6RWxj53kve5m1QJ++UwDH95+GIQBHdU/h0/BD53alElSTo1sVjAf33qTMorkulzsea8uJ6crDjfuCjPMlaSJEkNzvb9pUyaVci+kgoA2rfIZlbBaFrmeO6i1Ojt2wxFT6bK13X/hDBx/Lnx7NSK1iPL1g4DIbcb+Lu0JKmW1LsiNgzDdPF6sm8+B0HQG7gQWAfcddTT3wduACYEQXBLGIYncEq7JEmnXywWcPtnhlBSkeTxZZsBmPb3tTTNzOArF/SLOJ0kSZJ0+hSXJZgyp5BNu4sBaJoVZ9akfLq28ixGqdHauSZVvBY9AZsKjz+v45nQ/yLoPDRVurbpBbF47eWUJKkK9a6IPU0+Uvn45zAMk0c+EYbh/iAI/kWqqB0LPFvb4SRJOlo8FnDHlUMpKU/wl9e3AvCzZ1aRkxnjxvP6RJxOkiRJOnWJZMhXHlzKsk17AYgF8MtrhnNmV89nlBqVMIStr6XK1xVPwLblx5/bbTQMvATyLoG2/m4sSap7GmsRO6DycdVxnl9Nqojtz/sUsUEQLDnOUyd1dq0kSceTGY/xq3HDmTp3Cc+v2g7Aj54qoklWnIln94w2nCRJknSKfvjkCv5c+aFDgNsuG8xHB3aMMJGkWpNMpla7rngsVcDuWV/1vCAOvT6UKl7zLoGWnWs3pyRJJ6ixFrGHP0q59zjPH77eqhaySJJUbdkZcaaNH0nB7EUsWLsLgO89upycjDhX5nePOJ0kSZJ0cmb9601m/uvN9PiGc3szwQ8bSg1bohzefD615XDRk3Bga9XzMnKgz0dh4KXQ/+PQtE3t5pQk6RQ01iL2/Rw+fDZ8v4lhGI6s8gaplbIjTmcoSZIAmmTFmXFdPhPvXchLG/YA8PXfvUJ2ZoxPDesacTpJkiTpxPx5+dv84InX0+NPnNmJb1zkRmNSg1R2CNY8m9pyeNVTUHKcdTLZLVOl68BLoe8FkNWsdnNKknSaNNYi9vBP+OMdMtLyqHmSJNUpzbMzmFUwmmtnLOC1t/YRhvDVh5eRnRHnojM7RR1PkiRJqpZlG/fw5QeXElZ+FH54j1b87KphxGLBe3+jpPqjeA+sehqKHofVz0BFcdXzmrWHAZ+EgZdBr3MhI6t2c0qSVAMaaxG7svKx/3Ge71f5eLwzZCVJilxuk0zmTh7D1fe8yKqtB0gkQ770wEtMnziKDw/oEHU8SZIk6T1t3HWI6+cUUlKeBKBHm6bMmDiKnMx4xMkknbL9W2Hlk6nzXt98HpIVVc/L7QEDL0mtfO0+BmL++5ckNSyNtYh9rvLxwiAIYmEYJg8/EQRBC+AcoBhYEEU4SZKqq02zLO6bMoarpi3gzR0HKU+E3DhvCbMLRnN2n7ZRx5MkSZKqtPdQOQWzC9lxoAyAVk0zmV2QT9vm2REnk3TSdq9LbTlc9ARsWMBxT31rn5cqXvMugc5DIXAFvCSp4WrQRWwQBJlAH6A8DMM1h6+HYbgmCII/AxcCNwG/POLbbgOaAdPCMDxYm3klSToZHVrkcP+UMVw57UU27S6mtCLJ9XMKmXf9GEae0TrqeJIkSdK7lFUkufG+xbyx7QAAWfEY0yeOonf75hEnk3RCwhC2F6VWva54DN5+9fhzu4xIrXzNuxTaH2+TQkmSGp56V8QGQfBp4NOVw8OH4J0dBMHsyj/vCMPwPyr/3BVYAawHeh51qy8ALwB3BkHw0cp5Y4DzSW1J/O2ayC9JUk3o0qoJ86eM5cppL/L2vhIOlSWYNHMR86eO5axuxzsSXZIkSapdYRjyjd++woK1u9LXfnrlUPJ7tokwlaRqSyZh80uV5evjsGtN1fOCGJxxTuXK14sht1vt5pQkqY6od0UsMAy47qhrvSu/IFW6/gfvo3JV7CjgB8BFwCeBLcCdwG1hGO56r++XJKmu6dG2KfdNSZ0Zu+NAGftLK5gwcyEP3XA2Azq1iDqeJEmSxM+fWc3vlr6VHv/nRQO4bGiXCBNJel+JClj/r9SWwyuegP2bq54Xz4Le56fK1wGfgGbtajenJEl1UL0rYsMwvBW4tZpz1wHHPWQgDMONQMHpyCVJUl3Qt0Nz5l0/hmumL2DPoXL2HCrn2hkLeejGsfRxqzdJkiRF6JHFG/nFs6vT42tGd+fz5/WJMJGk4yovgbXPpVa9rnwKio+zZiWrOfT7WKp87fsxyGlZuzklSarj6l0RK0mS3tvAzi2ZO3k0105fyP7SCnYcKOXa6Qt55HNn071N06jjSZIkqRH61xs7+Obv3jk/8tz+7fnBp84kCI77+XlJta1kH6z+c6p8feMZKDtQ9bwmbWDAJ1Pla+8PQ2ZObaaUJKlesYiVJKkBGtKtFbMK8plw7yKKyxO8va+EcTMW8PCNZ9M5t0nU8SRJktSIrHx7P5+bt4SKZAhAXqcW3DVuOJnxWMTJJHFwB6z8Y6p8Xfs3SJRVPa9Fl1TxOvAS6PEBiPu2siRJ1eFPTEmSGqhRPdtw73WjmDS7kLKKJBt3FXPt9IU8dOPZtG+RHXU8SZIkNQLb9pUweXYh+0srAOjUModZBfm0yMmMOJnUiO3ZCEVPpsrXDS9AmKx6Xps+MOgyyLsUugyHmB+ekCTpRFnESpLUgH2gbzumjR/JDfMWU54IWbvjIONnLOTBG8bSullW1PEkSZLUgB0srWDynELe2lMMQLOsODMn5btDixSF7aug6PFU+bp56fHndRoCAy9LrXxtnwduHy5J0imxiJUkqYE7P68Dv7xmODfNX0oiGbJy634mzlzE/VPH0NKVCJIkSaoBiWTIlx9Yymtv7QMgHgu469oRDOrSMuJkUiMRhrDlZVjxRKp83bHyOBMD6DE2te1w3sXQumdtppQkqcGziJUkqRG46MzO3HFlkn9/6GXCEF59ay8FswqZO3k0zbJ9OSBJkqTTJwxDbnt8Oc8WbUtf+3+fOpMPD+gQYSqpEUgmYMOCVPFa9ATs3Vj1vFgm9Dr3nfK1uf82JUmqKb7zKklSI/GpYV0pKU/w9d++CsCS9buZMmcxswryycmMR5xOkiRJDcW9/3yTuS+uT48//+E+jBvTI8JEUgNWUQpvPg8rHoOiP8KhHVXPy2wKfS9Ila/9LoQmrWo3pyRJjZRFrCRJjchV+T0oLktw6+OvA/Di2p3cOG8J90wcSXaGZawkSZJOzVOvbuGHf1yRHl8ypDNfu3BAhImkBqj0ALzxTGrl6+o/Q+m+qufl5MKAT0LeJdDnI5DVtHZzSpIki1hJkhqbSef0oqQiye1PFQHw91Xb+fIDS7lr3Agy4rGI00mSJKm+emnD7vRRGAD5PVvz0yuGEosF0QaTGoJDu2DVn1Ll65q/QkVJ1fOad0wVrwMvgZ4fgnhm7eaUJEnvYhErSVIj9Lnz+nCoLMGdz64G4OnlW7nlkWXcceUw4r5RJkmSpBO0fudBps5ZTGlFEoBe7Zpxz4RRHoEhnYp9m6HoyVT5uu6fECaqnte6Z2rL4YGXQddREPMDtpIk1RUWsZIkNVI3X9CPkvIE9zy/FoBHX95MTkacH11+lqsWJEmSVG17DpVRMKuQnQfLAGjTLItZk/Jp3Swr4mRSPbRzTap4LXoCNhUef16HwZXl66XQcTAE/g4nSVJdZBErSVIjFQQB3/xEHsVlCeYtWA/AQ4s3kpMZ49bLBhP4i7wkSZLeR2lFghvmLmHtjoMAZGXEmD5xFD3bNYs4mVRPhCFsfS1Vvq54ArYtP/7cbvmp4jXvEmjbp/YySpKkk2YRK0lSIxYEAbddNpiS8gSPLNkEwJwX15OTFecbF+VZxkqSJOm4ksmQrz3yCovW7Upf+/lVwxh5RusIU0n1QDKZWu264rHUytfd66qeF8Sh14dSxWvexdCyS63GlCRJp84iVpKkRi4WC7j9M0MoqUjy+LLNAEz7+1qaZmbwlQv6RZxOkiRJddX//mUlj1W+fgT41ifz+ORZnSNMJNVhiXJY94/KbYefhANbq56XkQN9PgoDL4H+F0HTNrWbU5IknVYWsZIkiXgs4I4rh1JSnuAvr6feEPjZM6vIyYxx43lueSVJkqR3e3DRBu56bk16PH5sD6Z+qHeEiaQ6qOwQrPlrqnxd9RSU7K16XnZL6P/x1MrXvhdAdvPazSlJkmqMRawkSQIgMx7jV+OGM3XuEp5ftR2AHz1VRJOsOBPP7hltOEmSJNUZz6/azrf/8Fp6/JG8Dtx66WCPtZAAivfAqqeh6HFY/QxUFFc9r2m71HbDAy9LbT+ckV27OSVJUq2wiJUkSWnZGXGmjR9JwexFLFibOuvre48uJycjzpX53SNOJ0mSpKit2LKPL9z/EolkCMDgLi355TXDyYjHIk4mRWj/Vlj5JKx4At78OyQrqp6X2yO15fDAS6H7GIjFazenJEmqdRaxkiTpXZpkxZlxXT4T7l3I0g17APj6714hOzPGp4Z1jTidJEmSovL23hImzy7kQGmqZOqSm8PMSfk0y/btJTVCu9eliteiJ2DDAiCsel77vNSWwwMvhc5DwZXjkiQ1Kr5SliRJx2iencHsgtGMm76A5Zv3EYbw1YeXkZ0R56IzO0UdT5IkSbXsQGkFBbML2bK3BIAW2RnMLMinY8uciJNJtSQMYXtR6rzXFY/B268ef26XEamVr3mXQvv+tZdRkiTVORaxkiSpSrlNMpl3/RiuvudFVm09QCIZ8qUHXmL6xFF8eECHqONJkiSpllQkktx0/0us2LIPgIxYwP+NH0lep5YRJ5NqWDIJm1+qLF8fh11rqp4XxOCMc1IrX/MuhlYe6yJJklIsYiVJ0nG1aZbFfVPGcNW0Bby54yDliZAb5y1hdsFozu7TNup4kiRJqmFhGPLdR5fz91Xb09f++9/O4oP92kWYSqpBiQrY8EJl+foE7N9c9bx4FvQ+P7XydcAnoZn/JiRJ0rEsYiVJ0nvq0CKH+6eM4Ypfv8hbe4oprUhy/ZxC5l0/hpFntI46niRJkmrQtOfX8sCiDenxlz7SlyvzXe2nBqa8BNY+lypeV/4RindVPS+zGfS/MHXea9+PQY6rwiVJ0nuziJUkSe+rS6smPDB1LFdMe4Gt+0o5VJZg0sxFzJ86lrO65UYdT5IkSTXgiVc2c/tTRenxvw3vylc/5nmXaiBK9sHqP0PRE7D6L1B2oOp5TdqkVrwOvBR6fxgyPRdZkiRVn0WsJEmqlh5tm3L/lLFcfc+L7DhQxv7SCibMXMhDN5zNgE4too4nSZKk02jxul189eFl6fGYXm24/TNnEQRBhKmkU3RwR2rF64onUitgE2VVz2vRJbXl8MBLoccHIO5bqJIk6eT4KkKSJFVb3w7NmXf9GK6ZvoA9h8rZc6ica2eTItZgAAAgAElEQVQs5OEbx9K7ffOo40mSJOk0eHPHQabOXUxZRRKAPu2bcc+EUWRnxCNOJp2EvZtSxeuKx1Nnv4bJque16ZMqXgdeBl2GQyxWuzklSVKDZBErSZJOyMDOLZk7eTTXTl/I/tIKdhworSxjz6Z7m6ZRx5MkSdIp2HmglEmzFrH7UDkA7ZpnMbtgNLlNMyNOJp2A7aug6PFU+bp56fHndRqSKl4HXgLt88AV35Ik6TSziJUkSSdsSLdWzCrIZ8K9iyguT7BlbwnjZizg4RvPpnNuk6jjSZIk6SSUlCeYOncx63ceAiAnM8aM6/L9sJ3qvjCELS+/s/J1x8rjTAygx1jIuyRVvrbuWZspJUlSI2QRK0mSTsqonm2497pRTJpdSFlFko27irl2+kIeuvFs2rfIjjqeJEmSTkAyGXLLw8t4acMeILUw8BdXD2dY91YRJ5OOI5mADQtSxWvRE7B3Y9XzYhnQ67zUtsMDPgktOtZuTkmS1KhZxEqSpJP2gb7tmDZ+JDfMW0x5ImTtjoOMn7GQB28YS+tmWVHHkyRJUjX9z9NFPPnqlvT4uxcP4uODO0WYSKpCRSm8+TyseAyK/giHdlQ9L7Mp9P1oatvhfhdCEz9QIEmSomERK0mSTsn5eR345TXDuWn+UhLJkJVb9zNx5iLunzqGljmeJSZJklTX3bdgPdP+vjY9nvSBnkz+YK8IE0lHKD0AbzyTWvm6+s9Quq/qeTm50P8TqZWvfT4CWW6pLUmSomcRK0mSTtlFZ3bmf69IcvPDLxOG8OpbeymYVcjcyaNplu3LDUmSpLrquaJtfO/R19LjCwZ25LuXDIowkQQc2gWr/pQqX9f8FSpKqp7XvOM75732/BDE/SCoJEmqW3xnVJIknRafHt6V0ooEX//tqwAsWb+bKXMWM6sgn5zMeMTpJEmSdLTX3trLTfNfIhmmxkO65XLnNcOIx4Jog6lx2rclddbrisdh3T8hTFQ9r3XP1KrXvEuhWz7EYrUaU5Ik6URYxEqSpNPmqvweFJcluPXx1wF4ce1OPnffEqZNGEl2hmWsJElSXbF5TzGTZxdyqCxVdnVt1YQZ142iaZZvFakW7VzzTvm6qfD48zoMTpWvAy+BjmdC4IcFJElS/eCra0mSdFpNOqcXxeVJ/udPRQD8beV2vvzAUu4aN4KMuJ9WlyRJitq+knIKZhWybX8pAC1yMphdkE+HFjkRJ1ODF4aw9bVU8briCdi2/Phzu+VXrny9BNr2qb2MkiRJp5FFrCRJOu0+/+E+FJcnuPPZ1QA8vXwrtzyyjDuudKs7SZKkKJUnktx0/0us3LofgMx4wLQJI+nXsUXEydRgJZOp1a4rHkutft29rup5QRx6frCyfL0YWnap1ZiSJEk1wSJWkiTViJsv6EdJeYJ7nl8LwKMvbyYnI86PLj+LmGWsJElSrQvDkO/8/jX+sXpH+tr/fGYIH+jTLsJUapAS5bDuH6mVr0VPwoGtVc/LyIE+H0mVr/0vgqZtajenJElSDbOIlSRJNSIIAr75iTyKyxLMW7AegIcWbyQnM8atlw0m8FwnSZJqTBAE3YAfABcBbYEtwB+A28Iw3H2S9zwXeA6IAT8Mw/A7pymuasndf1vDQ4s3psc3X9Cfy0d0izCRGpSyQ7Dmr6nyddVTULK36nnZLaH/x1NbDve9ALKb125OSZKkWmQRK0mSakwQBNx22WCKyxP8ZskmAOa8uJ6crDjfuCjPMlaSpBoQBEEf4AWgA/AoUASMBr4CXBQEwTlhGO48wXu2AOYAhwBbk3ro0Zff4idPr0yPPzPi/7N332FS1Xf//5+fmS0sXUCUIooUQQVFqjEW1BjU2GtEFATFFDVqEo3mjtFvosntLyExxjv0qsYaicbYRU1EmgWDggqCiIB0Kdv3/P6YZQeJSNvds7P7fFzXXuc67zPz2Rd/Oc5rP+e05dqTOsaYSLVC/nr44FmY/yR8+AKU5H/16+q3SN1uuOsZ0P44yMqt3pySJEkxsYiVJElVKpEI/Pa87hQUl/LU3OUAjHxlEfWzs7ju5E4xp5MkqVa6j1QJe20URX/aOgwh/B64Hvg1cPVurvlHoAlwV/n7lUHeWLSGnzwyt+L8Gx2ac9e53fyjOO2ZTZ+nbjf8/pPw8StQVvLVr2tyQPnzXr8D7fpBIlm9OSVJkmoAi1hJklTlkonAiIuOpLCkjOffSz0fasQLH1AvO8Hw4zvEnE6SpNojhHAwcAqwGPjzdpdvA64CBoUQboyiaPMurnkWMAQYhN8jZJyPPt/E8MlzKCotA6BTy4b836U9yclKxJxMGWXdYnj/KZj/FHzyBhB99etaHJIqX7ueAa2OAMt+SZJUx/k/UJIkqVpkJxPce0kPrpw0h1c/WAXAXf+cT15OksuOPijecJIk1R4nlh+fi6KobNsLURRtDCH8m1RR2w94cWeLhRBaAqOBJ6IomhJCGFzJeVWFVm8qZMiEmWzILwZg30a5jB/SmyZ52TEnU40XRbBqfmrX6/tPwoq5O35t6x7lO1/PgH07V19GSZKkDGARK0mSqk1uVpKRl/Zk8PiZzPh4LQC/mDqPellJLux9QMzpJEmqFQ4pP36wg+sfkipiO7MLRSwwCkiw+7cyrhBCmLODS132dE3tXH5RKcMmzmbp2tQzO/Oyk4y7vDdt96kfczLVWGVl8Nlb8P7fUztf13z01a8LCWj3jfLy9XRo6ud4SZKkHbGIlSRJ1SovJ8nYwb0ZNHYGb32yHoCbHp9LbnaCs45sE3M6SZIyXpPy44YdXN86b7qzhUIIVwBnARdFUbSyErKpmpSWRfzoobd4e2nqs1YiwJ++24NubZvs5J2qc0pL4JPXy3e+PgUbP/vq1yVz4OD+0PU7cMhp0KBF9eaUJEnKUBaxkiSp2jXMzWLCkD5cMvoN5n32BVEENzz8DrlZSQYcvn/c8SRJqs22PrBxBw94LH9RCAcBfwAeiaLo4b35hVEU9dzB75gDHLU3a+ur3fn0+zw7L92d//LMwzj50P1iTKQapbgAFr2cKl4XPA35a7/6ddkNoPMp0OU70OkUqNe4enNKkiTVAhaxkiQpFk3yspk8tC8Xj5rOBys3UVoWcc2DbzL6sl6ccEjLuONJkpSptu543dHWx8bbvW5HxgH5wPcrI5Sqz4R/f8zYf31ccT7sm+257OiD4gukmmPVB/DKb+CDZ6Fo01e/Jm8fOOT01M7Xg/tDdr3qzShJklTLJOIOIEmS6q5mDXKYMqwv7Vs0AKC4NGL45DlMX7gm5mSSJGWsBeXHzju43qn8uKNnyG51FNASWBVCiLb+AOPLr99aPnti7+KqMj3/3krueOq9ivMBh+3PLad1jTGRaox3H4VRJ8B/HvvvErZRa+hzFVz+JPz4Izj7z3DIqZawkiRJlcAdsZIkKVYtG9Xj/mF9ueAv01m2Pp/CkjKGTpzF5KF96XngPnHHkyQp07xcfjwlhJCIoqhs64UQQiPgGFI7Xd/YyTqTgPpfMe8EHAe8DcwB3trrxKoUcz9dz7UPvkVZ+U2njzygKSMuOpJEInz9G1W7lRTCs7fArDFfnjfrAF3PgK5nQusekHCvhiRJUlWwiJUkSbFr3TSPB6/sxwUjX2flF4VsKSpl8LiZPHBlP7q13dGdFSVJ0vaiKFoYQngOOAX4AfCnbS7fDjQARkZRtHnrMITQpfy987dZ59qvWj+EMJhUEfuPKIp+Xun/AO2RT9dt4YoJs8kvLgWgXbP6jLm8F3k5yZiTKVbrlsAjl8Nn2/y9RPOOcM4oaHMUBEt6SZKkquafu0mSpBqhXfP63D+sHy0a5gCwsbCEQeNmsGDFxpiTSZKUcb4PfA7cE0J4IoRwVwjhJeB6UrckvnW7179f/qMMtCG/mCHjZ7F6UyEATfKyGT+kNy0a5sacTLH64FkYedyXS9hDz4YrX4a2PS1hJUmSqolFrCRJqjE6tmzI5KF9aZKXDcD6LcUMHDODRas27eSdkiRpqyiKFgK9gAlAX+BGoANwD3B0FEU+jL2WKCop43tT5vDh56nPSjnJBKMG9aTDvg1jTqbYlJbAi3fAAxdCwfrULJENA34LF0yAeo1jjSdJklTXWMRKkqQapWurxkwe2odGuaknKKzeVMjAMTNYunZLzMkkScocURQtjaJoSBRFraIoyomi6MAoiq6LomjtV7w2RFG0S9vjoiiaUP56b0scsyiKuPnxuby+MN2r331Bd/oe3DzGVIrVxpUw+Wx47XfpWeO2MOSf0O9qd8FKkiTFwCJWkiTVON3bNmX8kN7kZaeea7Z8QwGXjHmD5RvyY04mSZJUM/zxxQ95/M1lFec/+fYhnHVkmxgTKVaL/526FfHi19KzDifB8FfhgN7x5ZIkSarjLGIlSVKN1OugZoy9vBc5WamPK0vX5jNw9AxWbSyMOZkkSVK8Hp3zKX944cOK84t6HcD3T+gQYyLFJorgX3+AiWfAphXlwwD9b4WBj0IDd0hLkiTFySJWkiTVWN/o2IKRl/YkO5m6jdqi1Zu5dMwM1m0uijmZJElSPF7/aDU3Pza34vzYTi341TmHE7ztbN2Tvx7+egm8cBtEpalZ/eYw6HE4/qeQ8Gs/SZKkuPmJTJIk1Wj9u7Tknot7kEykvlxcsHIjl42byRcFxTEnkyRJql4frtzI8ClzKCmLAOiyfyPuG3gU2Um/3qlzPns7dSviBU+nZwf0heGvQYcT48slSZKkL/GTuiRJqvFO7daK311wBFs3ery7bANDxs9ic2FJvMEkSZKqyecbCxg8fhYbC1Kff/ZrnMu4wb1pVC875mSqVlEEs8fD2FNg/ZL0/OgfwuB/QBOfEyxJklSTWMRKkqSMcHaPNvzm3G4V53OWrGPYxNkUFJfGmEqSJKnqbSkqYeiE2Sxbnw9Ag5wk4wb3pnXTvJiTqVoVbYa/XQ1P/QhKC1Oz3MZw4WT49q8haSkvSZJU01jESpKkjHFR73b88oxDK86nL1rD1VPmUFhiGStJkmqn0rKIax98i3eXbQAgmQjcO/AoDmvdJOZkqlarP4TRJ8Hcv6Zn+x0OV02DQ8+MK5UkSZJ2wiJWkiRllMHHtOemAV0qzqctWMW1D75FSWlZjKkkSZIqXxRF3PHkPF54//OK2R1nHUb/Q1rGmErV7j+PwagTYNX76VmPS2HYC9C8Q2yxJEmStHMWsZIkKeN874QOXHtSp4rzZ+et5MZH3qG0LIoxlSRJUuUa9+/FTJyefg7o8OMPZmDfA2NMpGpVUghP/wQevQKKNqVmWfXgrD+nfrK9NbUkSVJNlxV3AEmSpD1x/cmdKCguZdSriwCY+vZn1MtKcte53UgkQszpJEmS9s4z/1nBr/7xXsX56d1bcdO3u3zNO1SrrP8EHhkMy+akZ80Ohgsnwf7dYoslSZKk3WMRK0mSMlIIgZ+d2oX8olImv5HaKfLQ7KXUy07wyzMPIwTLWEmSlJne+mQdP3roLaLym330PHAffnfBEf6xWV3x4fPw+JWQvy4963omnHUv1PPZwJIkSZnEIlaSJGWsEAK3n3kY+cWlPDrnUwAmTl9CvZwkNw/oYhkrSZIyzidrtjBs4mwKissAOKh5fUZf1ot62cmYk6nKlZXCtLvg1bvTs0QWfOv/Qb/vgZ9tJUmSMo5FrCRJymiJROC353WnoLiUp+YuB2DkK4uon53FdSd32sm7JUmSao71W4oYPGEmazYXAbBP/WzGD+lDswY5MSdTldu0Ch4bCh+/kp41ag0XTIB2fWOLJUmSpL1jEStJkjJeMhEYcdGRFJaU8fx7KwEY8cIH1MtOMPz4DjGnkyRJ2rnCklKumjyHRas2A5CTlWD0Zb1o36JBzMlU5ZZMh0eHwMbl6dnB/eG8MdCgRXy5JEmStNcScQeQJEmqDNnJBPde0oPjOu9bMbvrn/OZNH1xbJkkSZJ2RRRF/PTRucz8eG3FbMSFR9LroGYxplKViyJ4/U8w4fRtStgAx98Mlz5mCStJklQLWMRKkqRaIzcrychLe9K3ffpLy19MncfDs5fGmEqSJOnr/f75D5j69mcV5z87tQund28VYyJVufz18NCl8NzPISpNzfKapQrY/j+DhM8EliRJqg0sYiVJUq2Sl5Nk7ODe9GjXtGJ202Nzmfr2shhTSZIkfbWHZy3lTy99VHE+sG87rjru4BgTqcotnwujToD5T6VnbXvD1a9Bx5NiiyVJkqTKZxErSZJqnYa5WUwY0ofDWjcGUnd9u+Hhd3jmPytiTiZJkpT22oeruOVv71acn3DIvtx+5mGEEGJMpSoTRfDmJBhzMqz7OD3v930Y/DQ0aRtfNkmSJFUJi1hJklQrNcnLZvLQvnTeryEApWUR1zz4JtMWfB5zMkmSJJi/4gu+P+VNSsoiAA5t1Zh7LzmKrKRf1dRKRVvgie/D36+B0sLULKcRXDARBtwFWTnx5pMkSVKV8NO9JEmqtZo1yGHKsL60b9EAgOLSiOGT5zB94ZqYk0mSpLps5RcFDBk/i42FJQC0alKPcYN70zA3K+ZkqhKrP0rtgn3ngfSs5WFw1TQ47Oy4UkmSJKkaWMRKkqRarWWjetw/rC9tmuYBUFhSxtCJs5izZF3MySRJUl20qbCEIeNnsXxDAZB6pMK4wb3Zv0m9mJOpSsz7W+p5sJ/PS8+OuASGvQAtOsYWS5IkSdXDIlaSJNV6rZvm8eCV/divcS4AW4pKGTxuJu9+uiHmZJIkqS4pKS3jmgfe5L3lXwCQTATuG3gUXVs1jjmZKl1JEfzzZnhkMBRtTM2SuXDmn+Ds+yCnfqzxJEmSVD0sYiVJUp3Qrnl97h/WjxYNU8/f2lhYwqBxM1iwYmPMySRJUl0QRRG3/X0eLy9YVTG785zDOa7zvjGmUpXY8ClMOA1m/F96tk/71C7Yoy6DEOLLJkmSpGplEStJkuqMji0bMnloX5rkZQOwfksxA8fMYNGqTTEnkyRJtd3o1xZx/4xPKs5/2L8jF/VuF2MiVYmPXoC/HAufzkrPunwn9TzYVt3jSiVJkqSYWMRKkqQ6pWurxkwe2odGuVkArN5UyMAxM1i6dkvMySRJUm31j7nLufPp+RXnZx3ZmhtP6RxjIlW6slJ4+U6Ycj7kr03NQhJO+RVcNAXymsabT5IkSbGwiJUkSXVO97ZNGT+kN3nZSQCWbyjgkjFvsHxDfszJJElSbTNnyVquf/jtivM+BzXjf8/vTvD2tLXH5tUw5Vx45bdAlJo1agWD/wHfuMZbEUuSJNVhFrGSJKlO6nVQM8Ze3oucrNTHoaVr8xk4egarNhbGnEySJNUWi1dvZtjE2RSVlAFw8L4NGHVZT3KzkjEnU6X5ZEbqVsSLpqVn7Y+H4a/BgUfHFkuSJEk1g0WsJEmqs77RsQUjL+1JdjK1S2HR6s1cOmYG6zYXxZxMkiRlurWbixg8fibrthQD0LxBDhMG96Fp/ZyYk6lSRBFM/zNMOA02fpaeH/dTGPQ3aLhvfNkkSZJUY1jESpKkOq1/l5bcc3EPkolUGbtg5UYuGzeTLwqKY04mSZIyVUFxKVdNms3iNaln0OdmJRhzeS/aNa8fczJVioIN8PAgePYWKCtJzfL2gYGPwom3QsIdz5IkSUqxiJUkSXXeqd1a8bsLjqh4fNe7yzYwZPwsNheWxBtMkiRlnLKyiB8/8g6zl6wDUo8H/ePFR9Kj3T4xJ1OlWPEujDoB3n8yPWvTM3Ur4k7fii2WJEmSaiaLWEmSJODsHm34zbndKs7nLFnHsImzKSgujTGVJEnKNP/77AKemru84vzW07oy4PBWMSZSpXlrCow5GdYuSs/6DIchz0DTA+LLJUmSpBrLIlaSJKncRb3b8cszDq04n75oDVdPmUNhiWWsJEnauftnLOEvryysOL/86AMZ+s32MSZSpSjOh6k/SP2UFKRmOQ3h/PFw2v9Cls/9lSRJ0leziJUkSdrG4GPac9OALhXn0xas4toH36KktCzGVJIkqaZ7ecHn/GLqvIrzk7u25BdnHEbY+uwDZaY1C1O7YN+akp7t2xWumgaHnxtXKkmSJGUIi1hJkqTtfO+EDlx7UqeK82fnreTGR96htCyKMZUkSaqp5n22gR/e/2bFZ4VubZpwz3d7kExYwma096bCyONh5X/Ss+4Xw5UvQotOO36fJEmSVC4r7gCSJEk10fUnd6KguJRRr6aeATb17c+ol5XkrnO7kfBLVUmSVG75hnyumDCLzUWpRxm0aZrH2Mt7UT/Hr1wyVmkxPH8bvPHn9CyZm7oN8VGXg7ucJUmStIsyckdsCKFtCGFcCOGzEEJhCGFxCOEPIYR9dmONaSGE6Gt+6lXlv0GSJNVsIQR+dmoXBvU7sGL20Oyl3P7kPKLInbGSJAk2FhQzZPwsVn5RCECjelmMH9Kblo39SiFjbVgGE07/cgnb9EAY+hz0HGwJK0mSpN2ScX+eGULoALwOtASmAvOBPsB1wIAQwjFRFK3ZjSVv38G8ZK+CSpKkjBdC4PYzDyO/uJRH53wKwMTpS6iXk+TmAV185pskSXVYcWkZP3jgLeav2AhAViIw8tKedN6vUczJtMcWvgSPDYMt23ytdMhpcPZ9kLfLf/svSZIkVci4Iha4j1QJe20URX/aOgwh/B64Hvg1cPWuLhZF0S8rO6AkSao9EonAb8/rTkFxKU/NXQ7AyFcWUT87i+tO9tlgkiTVRVEU8T9P/IdXP1hVMfvNed35RscWMabSHisrg1fvhml3AeV3PglJOPk2+Ma17oKVJEnSHsuoWxOHEA4GTgEWA3/e7vJtwGZgUAihQTVHkyRJtVgyERhx0ZF869D9KmYjXviAka8sjDGVJEmKy33TFvLXWUsrzq87qRPn92wbYyLtsc1r4P7zYdqdVJSwDfeHy5+EY66zhJUkSdJeyagiFjix/PhcFEVl216Iomgj8G+gPtBvVxcMIVwUQrg5hHBDCOHUEEJu5cWVJEm1RXYywb2X9OC4zvtWzO7653wmTV8cWyZJklT9pr69jLufXVBxfm6PNvzIu2RkpqWzYOSxsPDF9OygY2H4q3DQMfHlkiRJUq2RabcmPqT8+MEOrn9IasdsZ+DFHbxme3/d7vzzEMIPoih6dFfeHEKYs4NLXXbx90uSpAyRm5Vk5KU9GTx+JjM+XgvAL6bOo152kgt7HRBzOkmSVNVmfryWnzwyt+L86IOb85vzuvvc+EwTRTDjL/Dcz6GsJD0/9kY44RZIZtrXZZIkSaqpMm1HbJPy44YdXN86b7oLa00FzgDaAnmkitO7yt/7UAjh1L3IKUmSaqm8nCRjB/emR7v0x42bHpvL1LeXxZhKkiRVtYWrNnHV5NkUlaZu0NWpZUP+MqgnOVmZ9tVKHVfwBTxyOTxzc7qErdcULnkYTvqFJawkSZIqVW37dLn1T1Cjnb0wiqIR240WALeEED4D/gTcCfxzF9bp+ZVBUjtlj9rZ+yVJUuZpmJvFhCF9uGT0G8z77AuiCG54+B1ys5IMOHz/uONJkqRKtmZTIUPGz2L9lmIAWjTMZdzg3jTJy445mXbLynnw0CBYuzA9a30UXDAB9jkwtliSJEmqvTLtzza37nhtsoPrjbd73Z4YA5QAR4YQGu3FOpIkqRZrkpfN5KF96bxfQwBKyyKuefBNpi34POZkkiSpMhUUlzJs0mw+WbsFgLzsJOMG9+KAZvVjTqbd8vYDMPqkL5ewva+EK56xhJUkSVKVybQidkH5sfMOrncqP+7oGbI7FUVRAbCx/LTBnq4jSZJqv2YNcpgytC/tW6Q+MhSXRgyfPIfpC9fEnEySJFWGsrKIH/31bd76ZD0AIcA93+1B97a78kQk1QjF+fD3a+CJ70FJfmqW3QDOGwun/3+QlRtvPkmSJNVqmVbEvlx+PCWE8KXs5btXjwHygTf29BeEEA4B9iFVxq7e03UkSVLd0LJxPe4f1pc2TfMAKCwpY+jEWcxZsi7mZJIkaW/d9c/3eWbeiorz275zKN86dL8YE2m3rF0EY78Fb05Kz1ocAle9DN3Ojy+XJEmS6oyMKmKjKFoIPAccBPxgu8u3k9rBOimKos1bhyGELiGELtu+MIRwcAihzfbrhxBaAOPLT/8aRVFJJcaXJEm1VOumeTx4ZT/2a5zaUbGlqJTB42by7qd787QESZIUp0nTFzP6tY8rzq84pj2Dj2kfXyDtnvefhJHHw4p307NuF8KVL8G+h8SXS5IkSXVKRhWx5b4PfA7cE0J4IoRwVwjhJeB6UrckvnW7179f/rOt44AlIYQXQwijQgi/CSE8AHwEHA3MBn5apf8KSZJUq7RrXp/7h/WjeYMcADYWljBo3AwWrNi4k3dKkqSa5sX3V/LLv8+rOP/2Yftx6+ldY0ykXVZaDM/eCg9dCoVfpGbJHDj993DuKMhtGG8+SZIk1SkZV8SW74rtBUwA+gI3Ah2Ae4CjoyjalYeyzQGmAC2B88rXGAC8C1wLHBNF0fpKDy9Jkmq1ji0bMmVYX5rkZQOwfksxA8fMYNGqTTEnkyRJu+rdTzfwwwfeoixKnR9xQFP+cFEPkokQbzDt3BefwYTvwPR707Om7WDoc9B7aOohv5IkSVI1yoo7wJ6IomgpMGQXX/tfn7KjKHoXGFzJsSRJkujaqjGTh/Zh4OgZbCwsYfWmQgaOmcHDw4/mgGb1444nSZK+xrL1+VwxcRb5xaUAHNAsjzGX9SIvJxlzMu3Uomnw6FDYsjo96zwAzvkL5O0TWyxJkiTVbRm3I1aSJKmm6962KeOH9CYvO/Wl7fINBVwy5g2Wb8iPOZkkSdqRDfnFDBk/k1UbCwFoXC+L8YP7sG+j3JiT6WuVlcErd8Oks9MlbEjAyb+Eix+0hJUkSVKsLGIlSZKqQK+DmjHm8l7kZKU+bi1dm8/A0TMqvtyVJEk1y6//8R4frEw9TqX/ZI4AACAASURBVCA7GRh1WS86tvR5ojXalrXwwIXw8q+A8ntJN2gJl/0dvnk9JPzaS5IkSfHyE6kkSVIVOaZjC0Ze2pPsZOpJCYtWb2bQ2Bms21wUczJJkrS9mwZ04ah2TQG4+/wj6Hdw85gT6Wt9Ohv+cix89Hx6duA34erXoP2x8eWSJEmStmERK0mSVIX6d2nJPRf3IJlIlbHzV2zksnEz+aKgOOZkkiRpW80b5vLAlf34y6VHcXaPNnHH0Y5EEcwYBeMGwBefpuffvB4umwqN9o8vmyRJkrQdi1hJkqQqdmq3VvzugiMIqS6Wd5dtYMj4WWwuLIk3mCRJ+pJ62UkGHN4q7hjakcKN8OgV8M+fQFn5H7XVawLf/WvqmbDJrDjTSZIkSf/FIlaSJKkanN2jDXed063ifM6SdQybOJuC4tIYU0mSJGWIle/BqP4w7/H0rNWRMPxVOOTU+HJJkiRJX8MiVpIkqZpc3Kcdt51xaMX59EVruHrKHApLLGMlSZJ26J2/wugTYc2H6VmvK+CKZ2Gfg2KLJUmSJO2MRawkSVI1GnJMe24a0KXifNqCVVz74FuUlJbFmEqSJKkGKi6AJ6+Dvw2HkvzULLs+nDsavjMCsuvFm0+SJEnaCYtYSZKkava9Ezpw7UmdKs6fnbeSGx95h9KyKMZUkiRJNcjaj2Hst2DOhPSsRWe48mXofmFssSRJkqTdkRV3AEmSpLro+pM7kV9UwujXPgZg6tufUS8ryV3ndiORCDGnkyRJitH8p+FvV0PhhvTs8PPgjHsgt2F8uSRJkqTdZBErSZIUgxACt5zWlfziUqa88QkAD81eSl5OktvOOJQQLGMlSVIdU1oCL90B//5jepbIhgF3Qe9h4OcjSZIkZRiLWEmSpJiEELjjzMMpKC7j0TmfAjDh9cXkZie4eUAXy1hJklR3bFwBjwyBT15Pz5ocABdMhLY948slSZIk7QWLWEmSpBglEoHfntedguJSnpq7HICRryyifnYW153caSfvliRJqgU+fhUeHQqbP0/POp0C54yE+s3iyyVJkiTtJYtYSZKkmCUTgREXHUlhSRnPv7cSgBEvfEBeToKrjusQczpJkqQqUlYG//o9vPxriMpSs5CA/rfCN2+ARCLefJIkSdJe8hOtJElSDZCdTHDvJT04tlOLitmdT89n8vTFsWWSJEmqMlvWwoMXwUv/L13CNtgXBj0Bx/3YElaSJEm1gp9qJUmSaojcrCSjBvWib/v0Lfj+Z+o8Hp69NMZUkiRJlWzZHBh5PHz4XHrW7hsw/DU4+Pj4ckmSJEmVzCJWkiSpBsnLSTJ2cG96tGtaMbvpsblMfXtZjKkkSZIqQRTBzNEwbgBs+CQ9P+Y6uPxJaNwqvmySJElSFbCIlSRJqmEa5mYxYUgfDmvdGEh9Z3nDw+/wzH9WxJxMkiRpDxVugseGwdM/htKi1Cy3CVz8AHzrDkhmxZtPkiRJqgIWsZIkSTVQk7xsJg/tS6eWDQEoLYu45sE3mbbg85iTSZIk7abP58PoE+E/j6Zn+3eH4a9Al9PjyyVJkiRVMYtYSZKkGqpZgxzuH9aX9i0aAFBcGjF88hymL1wTczJJkqRdNPcRGN0fVi9Iz3oOhqHPQ7P2scWSJEmSqoNFrCRJUg3WsnE97h/WlzZN8wAoLClj6MRZzFmyLuZkkiRJX6OkEJ66AR4fBsVbUrOsPDj7L3DGHyG7Xrz5JEmSpGpgEStJklTDtW6ax4NX9mO/xrkAbCkqZfC4mbz76YaYk0mSJH2FdYth7Ckwe2x61rwjXPkSHPnd2GJJkiRJ1c0iVpIkKQO0a16f+4f1o3mDHAA2FpYwaNwMFqzYGHMySZKkbSz4J4w8Dpa/nZ4ddg5cNQ32OzSuVJIkSVIsLGIlSZIyRMeWDZkyrC9N8rIBWL+lmIFjZrBo1aaYk0mSpDqvtARe+CU8eDEUlN+1I5ENp94N54+H3EaxxpMkSZLiYBErSZKUQbq2aszkoX1olJsFwOpNhQwcM4Ola7fEnEySJNVZG1fCpLPgXyPSs8Zt4YpnoO9VEEJ82SRJkqQYWcRKkiRlmO5tmzJ+SG/yspMALN9QwCVj3mD5hvyYk0mSpDpn8b9g5LGw5F/pWceT4erXoG2v+HJJkiRJNYBFrCRJUgbqdVAzxlzei5ys1Me5pWvzGTh6Bqs2FsacTJJUE4QQ2oYQxoUQPgshFIYQFocQ/hBC2Gc31vhJCOHp8vduCiF8EUJ4N4Tw+xBC26rMrwxQVpbaATvxDNi0snwYoP/P4ZJHoH6zWONJkiRJNYFFrCRJUoY6pmMLRl7ak+xk6nZ/i1ZvZtDYGazbXBRzMklSnEIIHYA5wBBgJjACWARcB0wPITTfxaWGA62BV4D7gLHAGuB6YF4IoUclR1emyF8Hf/1u6pmwUVlqVr8FDPobHP8TSPh1kyRJkgQWsZIkSRmtf5eW3HNxD5KJVBk7f8VGLhs3ky8KimNOJkmK0X1AS+DaKIrOjqLo5iiKTiRVyB4C/HoX1zk8iqIjoyi6PIqin0ZRdH0URScAVwGNd2Md1SbL3oSRx8EHz6RnB/RL3Yq4Q//4ckmSJEk1kEWsJElShju1Wyt+d8ERhFQXy7vLNjBk/Cw2F5bEG0ySVO1CCAcDpwCLgT9vd/k2YDMwKITQYGdrRVFUsINLD5cfO+1hTGWiKIJZY2Hct2H9J+n50T+EwU9B49bxZZMkSZJqKItYSZKkWuDsHm2485xuFedzlqxj2MTZFBSXxphKkhSDE8uPz0XR1nvGpkRRtBH4N1Af6LcXv+OM8uPcvVhDmaRoMzx+FfzjBigtfwRCbmO4cDJ8+9eQzI43nyRJklRDZcUdQJIkSZXju33aUVBcyu1PvgfA9EVruHrKHEYO6kluVjLmdJKkanJI+fGDHVz/kNSO2c7Ai7uyYAhhGNAWaAh0A04GlgA37+L75+zgUpddeb9itmoBPHwZrJqfnu3XDS6cCM07xJdLkiRJygAWsZIkSbXIkGPaU1Bcxm+fSX1ZOm3BKq598C3+fMlRZCW9GYok1QFNyo8bdnB967zpbqw5DOi7zfks4JIoij7azWzKNO8+Cn+/Foo3p2c9BsFpd0N2Xny5JEmSpAzht3GSJEm1zPdO6MC1J3asOH923kpufOQdSsuiGFNJkmqI8ieKs8v/UYiiqF8URQFoQWo3LcCcEMKAXXx/z6/6Aebv9M2KR0kh/OPH8NjQdAmbVQ/Oug/OutcSVpIkSdpF7oiVJEmqha7/Vmfyi0sZ/drHAEx9+zPqZSW569xuJBJhJ++WJGWwrTtem+zgeuPtXrfLoihaAzwfQphFqkSdFEI4MIqi/N2PqRpr3RJ4ZDB89mZ61qwDXDgJ9j88tliSJElSJnJHrCRJUi0UQuCW07pyab92FbOHZi/ljqfeI4rcGStJtdiC8mPnHVzvVH7c0TNkdyqKovXAdGBf4LA9XUc10AfPwsjjvlzCHnoWXDXNElaSJEnaA+6IlSRJqqVCCNxx5uEUFJfx6JxPAZjw+mJysxPcPKALIbgzVpJqoZfLj6eEEBJRFJVtvRBCaAQcA+QDb+zl72lTfizZy3VUE5SWwLQ74bXfpWeJLDjlV9D3avAzgyRJkrRH3BErSZJUiyUSgd+e153vdG9VMRv5yiLuefGjGFNJkqpKFEULgeeAg4AfbHf5dqABMCmKos1bhyGELiGELtu+MIRwYAjh4K/6HSGE4UBvYCnwbuWlVyw2fQ6Tz/5yCdu4DQz5J/T7niWsJEmStBfcEStJklTLJROBERcdSWFJGc+/txKAES98QF5OgquO6xBzOklSFfg+8DpwTwjhJOB9oC/Qn9QtiW/d7vXvlx+3bdx6AI+HEF4vf89KoDnQD+gGbAIGRVFUWlX/CFWDxf+GR6+ATSvSsw4nwrljoEHz+HJJkiRJtYQ7YiVJkuqA7GSCey/pwbGdWlTM7nx6PpOnL44tkySpapTviu0FTCBVwN4IdADuAY6OomjNLizzJjACyAFOB34MfBeIgN8Bh0ZR9Eqlh1f1iCL49x9h4hnblLABTvgZDHzUElaSJEmqJO6IlSRJqiNys5KMGtSLweNnMuPjtQD8z9R55GYnubDXATGnkyRVpiiKlgJDdvG1/3Xv2SiKPiFV4Kq2yV8PT3wfFvwjPavfHM4bk9oNK0mSJKnSuCNWkiSpDsnLSTJ2cG96tGtaMbvpsblMfXtZjKkkSVK1+OxtGHncl0vYtn1g+GuWsJIkSVIVsIiVJEmqYxrmZjFhSB8Oa90YSN2d8IaH3+HZeSt28k5JkpSRoghmj4exp8D6Jel5vx/AkKehSZv4skmSJEm1mEWsJElSHdQkL5vJQ/vSqWVDAErLIq554C2mLfg85mSSJKlSFW2Gv10NT/0ISgtTs5xGcOEkGHAnJLPjzSdJkiTVYhaxkiRJdVSzBjncP6wv7Vs0AKCotIzhk+cwfeGamJNJkqRKsfpDGH0SzP1rerbf4TD8FTj0rPhySZIkSXWERawkSVId1rJxPe4f1pc2TfMAKCwpY+jEWcxZsi7mZJIkaa/853EYdQKsej89O/JSGPo8NO8QWyxJkiSpLrGIlSRJquNaN83jgSv7sl/jXAC2FJUyeNxM/rNsQ8zJJEnSbispgqd/Co8OgaJNqVlWPTjzXjj7z5BTP958kiRJUh1iEStJkiQObN6A+4f1o3mDHAA2FpYwaOwMFqzYGHMySZK0y9YvhfGnwsyR6dk+7VO7YI8aFF8uSZIkqY6yiJUkSRIAHVs2ZMqwvjTJywZg3ZZiBo6ZwaJVm2JOJkmSdurDF2DksbBsdnrW9YzU82BbdY8vlyRJklSHWcRKkiSpQtdWjZk8tA+NcrMAWL2pkIFjZrB07ZaYk0mSpK9UVgov/QruPx/yy5/xnsiCU34NF06Gek3izSdJkiTVYRaxkiRJ+pLubZsyfkhv8rKTACzfUMAlY95g+Yb8mJNJkqQv2bQKJp8Dr94NRKlZo1Yw+B/wjR9CCLHGkyRJkuo6i1hJkiT9l14HNWPM5b3IyUp9XFy6Np+BY2awamNhzMkkSRIAS6anbkX88Svp2cEnwPDXoF2/uFJJkiRJ2oZFrCRJkr7SMR1bMPLSnmQnU7tpFq3azKCxM1i3uSjmZJIk1WFRBK//CSacDhuXlw8DHH8TXPo4NNw31niSJEmS0ixiJUmStEP9u7Tknot7kEykytj5KzZy2biZfFFQHHMySZLqoPz18NCl8NzPISpNzfKawcBHof8tkEjGm0+SJEnSl1jESpIk6Wud2q0Vv7vgiIrHzL27bANDxs9ic2FJvMEkSapLls+FUSfA/KfSs7a94erXoNPJscWSJEmStGMWsZIkSdqps3u04c5zulWcz1myjisnzaaguDTGVJIk1QFRBG9OgjEnw7qP0/O+34PBT0OTtvFlkyRJkvS1LGIlSZK0S77bpx23nXFoxfnrC9dw9ZQ5FJZYxkqSVCWKtsDUH8Dfr4HSwtQspyFcMAFO/Q1k5cQaT5IkSdLXs4iVJEnSLhtyTHtuGtCl4nzaglVc++BblJSWxZhKkqRaaPVHqV2wb9+fnrU8FK6aBoedE1cqSZIkSbvBIlaSJEm75XsndODaEztWnD87byU3PvIOpWVRjKkkSapF5j2Reh7s5/PSsyO+C8NehBadYoslSZIkafdkxR1AkiRJmef6b3Umv7iU0a+lnlU39e3PqJeV5K5zu5FIhJjTSZKUoUqK4PlfwIz/S8+SuXDa3XDUZRD8b6wkSZKUSSxiJUmStNtCCNxyWlfyi0uZ8sYnADw0eyl5OUluO+NQgl8US5K0ezZ8Co8Mhk9npWf7HAQXToJWR8SVSpIkSdJesIiVJEnSHgkhcMeZh1NQXMajcz4FYMLri8nNTnDzgC6WsZIk7aqPXoDHroT8tenZIafD2fdBXtP4ckmSJEnaKxaxkiRJ2mOJROC353WnoLiUp+YuB2DkK4uon53FdSf7DDtJkr5WWSm88r/wym+B8methySc/Ev4xjXeiliSJEnKcBaxkiRJ2ivJRGDERUdSWFLG8++tBGDECx+Ql5PgquM6xJxOkqQaavNqeGwYLHo5PWu4P1wwHg78Rny5JEmSJFWaRNwBJEmSlPmykwnuvaQHx3ZqUTG78+n5TJ6+OLZMkiTVWJ/MgL8c++UStv1xcPVrlrCSJElSLWIRK0mSpEqRm5Vk1KBe9G3frGL2P1Pn8fDspTGmkiSpBokimP5nmHAabPwsPT/uJzDoCWjYMr5skiRJkiqdRawkSZIqTV5OkrGDe9OjXdOK2U2PzWXq28tiTCVJUg1QsAEevgyevQXKSlKzvH3gkkfgxJ9DIhlvPkmSJEmVziJWkiRJlaphbhYThvThsNaNgdTmnxsefodn562IOZkkSTFZ8S6MOgHe/3t61vooGP4qdD4ltliSJEmSqpZFrCRJkipdk7xsJg/tS6eWDQEoLYu45oG3mLbg85iTSZJUzd6aAmNOhrWL0rM+V8EVz0DTdvHlkiRJklTlLGIlSZJUJZo1yOH+YX1p36IBAEWlZQyfPIfpC9fEnEySpGpQnA9Tf5D6KSlIzbIbwHlj4bS7ISs33nySJEmSqpxFrCRJkqpMy8b1uH9YX9o0zQOgsKSMoRNnMWfJupiTSZJUhdYshDHfSu2G3WrfLnDVy9Dt/PhySZIkSapWFrGSJEmqUq2b5vHAlX3Zr3Fq58+WolIGj5vJf5ZtiDmZJElV4L2/p54Hu/Ld9KzbhXDlS7DvIbHFkiRJklT9LGIlSZJU5Q5s3oD7h/WjeYMcADYWljBo7AwWrNgYczJJkipJaTE8eys8PAgKv0jNkjnwnRFw7ijIaRBvPkmSJEnVziJWkiRJ1aJjy4ZMGdaXJnnZAKzbUszAMTNYtGpTzMkkSdpLG5bBhNNh+r3pWdMDYehz0OsKCCG+bJIkSZJiYxErSZKkatO1VWMmXdGHhrlZAKzeVMjAMTNYunZLzMkkSdpDC1+CkcfC0hnpWedTYfgr0LpHfLkkSZIkxc4iVpIkSdXqiAOaMn5Ib/KykwAs31DAJWPe4MOVG/mioJiS0rKYE0qStAvKymDab2HyubBlTWoWknDy7XDxA5C3T7z5JEmSJMUuK+4AkiRJqnt6H9SMMZf3YsiEWRSVlLF0bT7fGvFqxfXcrAQNcrOon5OkQU4W9XPLjznJ9Hw3r+ckEwRvDSlJqgyb18DjV8LCF9OzhvvB+ePgoG/Gl0uSJElSjWIRK0mSpFgc07EFIy/tyVWTZ1NcGn3pWmFJGYUlRazdXHm/LysRvqaozaJBTpL6OVk0yN3umJPc4fW87KTlriTVNUtnwSOXwxfL0rODjoXzxkKj/eLLJUmSJKnGsYiVJElSbPp3acnYy3sz4oUPWLYuny1FpWwuKiGKdv7e3VVSFvFFQQlfFJRU2pohQP3sHRe1OytyU9e32dGbm6R+dpKspE8QkaQaJ4pgxkh47lYo2+a/Jd+8AfrfCkm/YpEkSZL0Zf5fgiRJkmJ1XOd9Oa7zvhXnURRRUFzG5qISthSmitktRSVsLiz98rGolC2F5cedXN9cWEJJWeW3u1FEav2iUlZV4rremlmSapiCL+Dv18B7T6Rn9ZrCOSPhkAHx5ZIkSZJUo1nESpIkqUYJIZCXkyQvJwkNK2/dopKy/y5wv7bI3bYITpW5W3fsbp0XFJdVXsBteGtmSapBVs6Dhy+DNR+lZ617wAUTYZ8D48slSZIkqcaziJUkSVKdkJOVICcrh6b1K2/N0rKILdsXtV9R2O7WdW/N7K2ZJdUcbz8AT90AJfnpWe9h8O07ISs3vlySJEmSMoJFrCRJkrSHkolAo3rZNKqXXWlremtmb80sqQYoLoB//gTenJSeZdeHM+6B7hfEl0uSJElSRrGIlSRJkmoQb83srZklxWztotStiFe8m561OAQunAQtu8SXS5IkSVLGsYiVJEmS6gBvzRz/rZk779eIUw7bv9J+v6Qq8P5T8MT3oXBDenb4+XDGHyG3Ev86RpIkSVKdYBErSZIkaY94a+bduzXz6d1aWcRKNdmrd8NLv0qfJ3NgwF3Qa2jqLy8kSZIkaTdlZBEbQmgL3AEMAJoDy4EngNujKFq3G+s0A34BnA20AtYAzwC/iKLo08rOLUmSJOnr1eZbM9fPSVbeP0hS5WvTEwhABE3awYUTymeSJEmStGcyrogNIXQAXgdaAlOB+UAf4DpgQAjhmCiK1uzCOs3L1+kMvAT8FegCDAFODyEcHUXRoqr5V0iSJEmqTjXh1syHt2lSeb9cUuXrcCKc8DNYNgfO+QvUbxZ3IkmSJEkZLuOKWOA+UiXstVEU/WnrMITwe+B64NfA1buwzp2kStgRURTdsM061wJ/LP89AyoxtyRJkqRapCpuzSwpZsf9JHVMJOLNIUmSJKlWyKj/swghHAycAiwG/rzd5duAzcCgEEKDnazTABhU/vrbtrt8b/n63y7/fZIkSZIkqS5IJCxhJUmSJFWaTPu/ixPLj89FUfSlBzJFUbQR+DdQH+i3k3WOBvKAf5e/b9t1yoDnyk/77yxQCGHOV/2Qus2xJEmSJEmSJEmSpDoo04rYQ8qPH+zg+oflx87VtI4kSZIkSZIkSZIk/ZdMe0Zsk/Ljhh1c3zpvWk3rEEVRz6+al++KPWpn75ckSZIkSZIkSZJU+2TajtidCeXHqIasI0mSJEmSJEmSJKkOyrQidutO1SY7uN54u9dV9TqSJEmSJEmSJEmS9F8yrYhdUH7c0bNbO5Ufd/Ts18peR5IkSZIkSZIkSZL+S6YVsS+XH08JIXwpewihEXAMkA+8sZN13ih/3THl79t2nQRwyna/T5IkSZIkSZIkSZJ2WUYVsVEULQSeAw4CfrDd5duBBsCkKIo2bx2GELqEELpst84mYHL563+53To/LF//2SiKFlVifEmSJEmSJEmSJEl1RFbcAfbA94HXgXtCCCcB7wN9gf6kbiV863avf7/8GLab3wKcANwQQjgSmAl0Bc4CPue/i15JkiRJkiRJkiRJ2iUZtSMWKnbF9gImkCpgbwQ6APcAR0dRtGYX11kDHF3+vo7l6/QFxgM9y3+PJEmSJEmSJEmSJO22TNwRSxRFS4Ehu/ja7XfCbnttLXBd+Y8kSZIkSZIkSZIkVYqM2xErSZIkSZIkSZIkSTWdRawkSZIkSZIkSZIkVTKLWEmSJEmSJEmSJEmqZBaxkiRJkiRJkiRJklTJLGIlSZIkSZIkSZIkqZJZxEqSJEmSJEmSJElSJbOIlSRJkiRJkiRJkqRKZhErSZIkSZIkSZIkSZXMIlaSJEmSJEmSJEmSKplFrCRJkiRJkiRJkiRVMotYSZIkSZIkSZIkSapkFrGSJEmSJEmSJEmSVMksYiVJkiRJkiRJkiSpklnESpKk/7+9e4+yrqzrAP79AV4IFRRT0lKEQMgKRRTIDIQiumhesj9KKszKLpqlpWkmViouK83MLLqwglapmIWamsVFxWwt0SgTApVXXk0kQFERyMvTH3vPcjzMvHPmzJ595sx8PmvttWf2fvYzz/m9v7Nn/95nzz4AAAAAAAzMRCwAAAAAAADAwEzEAgAAAAAAAAzMRCwAAAAAAADAwEzEAgAAAAAAAAzMRCwAAAAAAADAwKq1Nu8xbEtVdcO+++57jyOPPHLeQwEAAPgal19+eW655ZYbW2sHznss7FzqZgAAYKsaqm42EbtJqurqJHdLsmvOQ1nuiH59xVxHsbOI+bjEe1ziPS7xHpd4j0/MxyXe49qK8T44yWdbaw+Y90DYudTNRLznQczHJd7jEu9xiff4xHxc4j2urRjvgzNA3WwidgepqkuTpLX20HmPZacQ83GJ97jEe1ziPS7xHp+Yj0u8xyXesDi8X8cl3uMT83GJ97jEe1ziPT4xH5d4j2s7x9tnxAIAAAAAAAAMzEQsAAAAAAAAwMBMxAIAAAAAAAAMzEQsAAAAAAAAwMBMxAIAAAAAAAAMrFpr8x4DAAAAAAAAwLbiL2IBAAAAAAAABmYiFgAAAAAAAGBgJmIBAAAAAAAABmYiFgAAAAAAAGBgJmIBAAAAAAAABmYiFgAAAAAAAGBgJmIBAAAAAAAABmYidoFV1Q9X1R9W1buq6rNV1arq3Bn7+saq+ouq+p+quq2qdlXVK6rq7kOPe1ENFe8+tm2V5drNGPuiqaoDq+opVfXGqvpwVd1SVTdV1bur6qeqal3nLvm9tiFjLsenU1Uvrap/qardfbxvrKoPVNULqurAdfYlx9cwVLzl9+yq6rRlsXrKOo/9lqp6XVVdV1W3VtV/V9ULq2rfzRrvops13nvI71ZV793MMS+SIc8FzuGwuYaq4/q+vF/XMFS8XXOtbcgaru9Pfq9hyJjL8ekMVcf1fcnxNQwVb/k9u1nruP5YdfM6zRrvPeS3unmZIc8Fi34O32feA2BDfiPJUUk+n+TjSY6YpZOqOjTJe5LcK8k/JLkiycOT/FKSU6vqEa21GwYZ8WIbJN69m5K8YoXtn99An9vJE5P8cZJPJrkwyTVJ7p3k8Un+LMn3VdUTW2ttrY7k99QGi3lPjq/tl5O8P8k7klyXZL8kxyU5I8nPVNVxrbXda3Uix6c2SLx78nudquqbkvxhuhjdZZ3HHpvkgiR3SHJekt1JTkrym0lOrqqTW2u3DTvixbaRePc+luTsFbZ/fAPD2o42fC5wDodRqJvHpW4ej7p5fOrm8ambx6VuniN187jUzaNRNydJa82yoEuSRyU5LEklOTFJS3LuDP28vT/2aRPbf7/f/pp5v9atsAwY711Jds379WzlJd2FwqOT7DWx/aB0hU5L8oQp+5Lf48dcjk8Xpzuvsv1FfbxfPWU/cnzceMvv9ce+kvxzko8keVkf76dMeezeST7UH/OYZdv3SldctiTPmfdr3ErLJboIYgAADvBJREFURuLdH9+SXDTv17HVl6HOBc7hFsvmL+rmhY23a661Y6RuXuyYy/Hp4qRuXsx4y+/1x17dvCDx7o9XN08XJ3Vzv3g08QJrrV3YWruq9Vk3i6o6JMkp6d4UfzSx+wVJbk5yWlXtN/NAt4kh4s10WmsXtNbe1Fr7ysT2a5O8pv/2xLX6kd/TGyrmTK+1dusqu17Xrw9bqw85Pr0h4s3Mnp7uP61OT5eT63FCkiOTvLO1dv7Sxv5c9Wv9t0+tqhpioNvERuLNiJzDYRzq5nGpm8ejbh6funl86uZxqZvnSt08LnXzgtgu53CPJuakfv1PK1xIfq6qLkmX6Mcl+ZexB7eN3amqnpTkfulOFv+R7pfll+c7rIXwxX79pSnayu9hrCfmS+T47B7dr/9jirZyfOPWE+8l8ntKVXVkkjOT/EFr7Z1VddJax0xYav+2yR2ttY9W1ZVJDk9ySLo7WXe0AeK95ICqenK6v+64KcmlrTWfc3N7Gz0XOIfD4vB+nQ/XXLNTN49P3TwudfO41M2bSN08LnXz6NTNMRFL8sB+feUq+69Kl8iHZwsn8gI6KMk5E9uurqrTW2sXz2NAi6Cq9kny4/23t7u4WIH83qAZYr5Ejk+pqp6V7rMo9k9yTJLvTHdRcuYUh8vxddpgvJfI7yn0549z0j2m7bkzdjNNjh/eLzu6oBwo3kuOSvLnE/1fluS01tp/brDv7WSj5wLncFgc3q/z4ZprBurm8ambN5+6eVzq5vGom8elbp4LdXPi0cRk/3590yr7l7YfMMJYdoq/THJyupPQfkm+LcmfJDk4yVur6qj5DW3LOzPJtyb5x9ba26doL783br0xT+T4ej0r3aM0npGuuHlbklNaa/87xbFyfP02Eu9Efq/HbyZ5SJKfbK3dMmMfcnx6Q8Q76T5j5RFJvj7JXZM8LN3nCh2V5IKquu9GB7pNDHEukN+wOLxfx+eaa3bq5vGpmzefunlc6ubxqJvHpW4el7q5ZyKWtSw9O97nuwyktfbC/nNFPtVa+0Jr7YOttaemO4Hvm+SM+Y5wa6qqpyd5ZpIrkpw2VLf9Wn6vYNaYy/H1aa0d1FqrdBclj0/3qJgPVNXRA3QvxydsNN7yezpV9fB0d5f+XmvtXzfzR/XrHZ3jQ8a7tfbM1tp7WmvXt9Y+31p7X2vtiUnekOSe6f5TZscb6Vwgv2FxeL8OzDXXbNTN41M3j0PdPC518zjUzeNSN49P3fxVJmJZumNg/1X2322iHZvnNf36u+Y6ii2oqn4hyR8k+VCSR7XWbpzyUPk9ow3EfE/k+B70FyVvTPc4jQOT/NUUh8nxGc0Y7z2R371lj/q5MsnzN9idHF/DwPH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      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 440,
       "width": 945
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "os.chdir('./')\n",
    "# save all train test results\n",
    "A = np.load('./Conv3D_epoch_training_losses.npy')\n",
    "B = np.load('./Conv3D_epoch_training_scores.npy')\n",
    "C = np.load('./Conv3D_epoch_test_loss.npy')\n",
    "D = np.load('./Conv3D_epoch_test_score.npy')\n",
    "\n",
    "epochs = len(A)\n",
    "\n",
    "# plot\n",
    "fig = plt.figure(figsize=(16, 7))\n",
    "plt.subplot(121)\n",
    "plt.plot(np.arange(1, epochs + 1), A[:, -1])  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), C)         # test loss (on epoch end)\n",
    "plt.title(\"model loss\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('loss')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "# 2nd figure\n",
    "plt.subplot(122)\n",
    "plt.plot(np.arange(1, epochs + 1), B[:, -1])  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), D)         # test loss (on epoch end)\n",
    "# plt.plot(histories.losses_val)\n",
    "plt.title(\"model scores\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('accuracy')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "save_file = \"./loss_UCF101_3DCNN.png\"\n",
    "plt.savefig(save_file, dpi=600)\n",
    "# plt.close(fig)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best epoch: 4, validation accuracy: 50.84%\n"
     ]
    }
   ],
   "source": [
    "best_epoch = np.where(D==np.max(D))[0].item()\n",
    "print('Best epoch: {}, validation accuracy: {:.2f}%'.format(best_epoch, 100 * np.max(D)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
